{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读取官方数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fe33d376f20>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yOvD8ewcw7cZL8IvvXAGLzY1slRxnzDa88N4BPD9xJM8DfYxBORFRH/MtxLTYncjRKOBweWCxu3q9KDNWk5JAGoUMKx4ow9qqerz2Ya3/8XKjHnPHl2DIAA0Gc6aM+hkxLnIWa/Ogc+0OPHTr5dj9r3MAALvLgw6nG41mG+bdejnOtQs3g5+uGJQTEfUh3+3ir461YNnkMvzyg8PYVdfs396bW8fRmpRUlhhQfbzV//cZFcVYU1WPqoD3BuAfy52lBfjuiEF9clEWYyBF/Y9YUzHE2jxIIgGaLXa8V3Mq6BxUbtTjEkMmCnQqQcbVHyTrnMWFnkREfSRwwdeMimKs3VUfdDEEerf4K1ozkOfuGYE1VfX+x8oKc0ICcp9ddc3Iy1aiyZL8BV8nWzswZ2M1bvnVdkxc9SlueWU75m6sxsnWjqS/N6UOMS+mFGuTHo8XWPFxXcg5aFddM1Z8XAd3Snex6blknrM4U05E1EcCF3yVFeaEbW8N9G7xV0GOGssnl4U0AwGAMUNy/bN1dpcn6n7sLk/Sc11jBVLLJ5dxxpziIubFlEDk41LIMXU43SEBuc+uumZ0ON19PCLxS/Y5i0E5EVEfCVzwFSso7k1AHKkZyIuTSvHYpr3YUdsEpTz6jVKlXJr0XFexB1LUf4h1MWUgsTXpsdqjB92xtqejZJ+zGJQTEfWRwAVfsYLiZATEgbN1Hq8XlSWGsBeYcqMejW12jBmSm/AxBOoPgRT1D2JdTClmOnX0zyTW9nSU7HMWc8qJiPqIb8EXAFQfb0W5UR/2eclc/KXTKHBZXhZK8rOxdFIpKrvkufqqr4y7fGDSZ/UYSFGiBB5bXQm5mFLM8rXKkOPfp7LEgHytso9HJH7JPmdxppyI+oX+UqEj2jh9C74e27QXa6rqsWxyGQCEVF/pq8VfBTlqrJhchsY2O0wdTmgUMmQq5MjR9E2dcrFWpaD+R6dRYOmkUnzyzVnkZSthd3mgypDhjNnWJ18w+yPfZ9Y1R7qyxIBfCrgAVcySfc6SeL3elF5fazabodPpYDKZoNVqhR4OEZ3XnWNTrKXOuop3nL7Avd3uhE6tgMPtQbvd1SeLv8T25eZka4c/z93H98WEddKF0V+vmw3N7Xhicw12BnzJrTTq8fzEkSjSZwo4MnHznRPEsgBV7JJ5zoo7KN+7d2/cOy0tLe3xgBKtv55ciFJdvMemyerAnI3VYXOfx5YYRFOhoz+MM5lfbnoT7DMoEJf+eN08Y7Zh/p++DltNpMKoxys/GI18LetuhyO2L+r9QbLOWXGnr4wePRoSiQSRYnjfNolEArebK3aJKDH6S4UOsY8zmaW8ehvsi60qBfU/Le2OiOX9quqa0dLuYFAeRn+5Cyk2yTpnxR2U19fXx34SEVGC9ZcKHWIfZ7K+NLDWOIlBrOMv1vZ0xGNXfOIOyocMGZLMcRARhdVfKnQIPc5Yt6CT9aVB7HcIKD3EOr7Ecp4QkyaLA18da8Gc8UaUFeb4F8fuaWjBmqp6HrsCiDsof+edd+Le6d13392jwRARddVfKnREG2eFUQ9VRvIq0MZzCzpZXxrEfoeA0kOWQoYKox5VEXLKsxQyAUYlbha7E8sml2Htrvqg7sLlRj2WTS5Du53Hbl+LOyi/995743oec8qJKJECywiGW+0ulpkcnUaBFyaOxGN/3RsUGJQb9ZhWXoyn39mPl78/KuHjjfcWdLK+3Ah9h4AIAFQZMjx993A8/c7+oOOvwqjH03ePgCpD+KBcbAsqc9QK/PKDwyG5+L6/v3DvSCGGldbiDso9nugtoYmIkiWwE6WYK3Q43B6MLsrF9PJi2F0eKOVSVB9vxbyN1bA63Em5HRxv+ohOo8Die0fg8c01IUHL4ntH9Hhc/eVOBqU2s82F+9/4vLPu9oShsNjcyFLJ0Gi24/43PsP//OgGDBSwkIwYF1Q63J6Ii2N31TXD4Wbc19fYPIiI+oX+UKHD1OEMug3cVTJSOeJNHzFZHXh264GwXxqe23qgx7P4/eVOBqU2s82JJosDM9fvDrtdyDQqsS6otNhdUbe3x9hOiRd3UL5s2TL86Ec/gkqlwrJly6I+d968eb0eGBFRMiTzFrIQqRzxvmeTxYEPDzbiw4ONYZ/Xm1n8/nIng1KXmNOoxLoYWsyfmY/YUn6SLe6g/NVXX8WUKVOgUqnw6quvRnyeRCJhUE5EopTsW8hCpHLE+569WZAZz4WxP9zJoNQl5jQqsS6GFvNnBogz5SfZ4u7omQyvv/46Xn/9dfzrX/8CAAwfPhyLFi3ChAkTAAA2mw0//elP8dZbb8Fut+P222/HqlWrkJ+fH/d79MfOZETpoK+PTZPVgZ/++Z8YOlgbUv7r8ClzQhZhmqwOnDbbcKKlAxKJxF9abMyQ3KS2jY+n7fORRgtu+dV2AIBGIcOMiuKgz+EyQyaGGEJbkafjhTHd9dfrZjLbn/fGkUYL7lpRFXLM+c4P786pwGV5WYKM7XhzO6rqmpCnVfnHdcbUgQqjAYX60PNBX+kPHZKToddBue/lEomk26999913IZPJUFJSAq/Xi/Xr1+Oll15CdXU1hg8fjp/85Cd47733sG7dOuh0OsyZMwdSqRS7du2K+z3668mFKNX19bF59KwFR5vasXZXfdDipnKjHtPLi3GpIROXDuz5hTFc8FpZYsBz94xAriYjIReQaDPWsdo+m6wOzN1Yjd3HWrBschk2fHEMVxbo/EFCriYDRQM0uChXE/SadLwwprv+fN1MVvvz3o7p4Ok2LN9WG3LumTu+BMMGZQsyRpPVgbMWB555Zx92Boyr0qjHU3ePwEABP7vASYRwPpp/k2BfZIDkpdX0OChfvXo1Xn31VdTW1gIASkpK8PDDD+PBBx/s1YAGDBiAl156Cd/73vcwcOBAbNiwAd/73vcAAIcOHcKwYcPw2Wef4frrr49rf/355EKUyvr62PzmTBueeXd/2GoD5UY9nr5rOErys3u0774IXhMxY32ytQPbvzmL/ztwGg9cNyTkC0qFUY8X7yvFxQM6A3OxXxgpOXjdTCyT1YE5G6qxsy70/FBZYsAKgb7cHm9ux2Oba8KeEyuMeiyZOFKw2fLqhhZMXPVpxO1bZt2I0UW5fTiiC5J597BH3SwWLVqEhx56CHfddRf+/Oc/489//jPuuusuPPLII1i0aFGPBuJ2u/HWW2+hvb0dN9xwA7766is4nU7ceuut/ucMHToURUVF+OyzzyLux263w2w2B/0hIuEJfWx6PN6o5b/cnp7fNIxnIVdvxKreYLLGt/+CHDXGDMnFlQW6kIAcAKrqmrFgc41/f2LNhaXEEvrYTHVNFkfYgBwAdibg/NBTFoc74jmxqq4ZFodwPWeylNGXPGbG2J4siToXR9Kjn+r111/H7373O0yePNn/2N13343S0lLMnTsXzz77bNz7qqmpwQ033ACbzYasrCxs3rwZV155Jb7++msoFArk5OQEPT8/Px+nT5+OuL8lS5bgmWee6fbPRETJJfSxaXVEL+9l7cUFyNQR/UTc2+A1kdUbLHYXygpzIpZu3Bmwv1jVGbTqjLSrjpCKhD42E0mMv49mmzPsOg5fTrlQX25jva+QX7oVMinKjfqIdzYVsuR1SI4m2ZV0ehSUO51OjBkzJuTxq6++Gi5X9+paXnHFFfj6669hMpnwl7/8BVOnTsX27ZFvl8ayYMECzJ8/3/93s9mMwsLCHu+PiBJD6GNTp45+otSpe1b+62RrB2zO6E02eltaLJEz1lpVBk6ZbHHtL1p1htuG5UEhk4ak7XARaP8j9LGZKGJdlKxTZ0RtZ6/t4bmnt2J+6RawJGJrhwPTy4sBIOwaoM6JkL5PrUn23cMefdX4z//8T7z++ushj7/xxhuYMmVKt/alUChgNBpx9dVXY8mSJRg1ahR+/etfY9CgQXA4HGhtbQ16/pkzZzBo0KCI+1MqldBqtUF/iEh4Qh+bvgAznJ6W//Ldyvz0aDPKjfqE7jtQIusJG7IUyIkRBPj252sM1PVzG1tiwNN3D8eCzTVJu41LfUfoYzMRkp1W0BuZSnnYdLFddc1Yt6tesFSM3EwFKiKctyqMeuRmCneHIUuZgXkbq1FWlIvVU8dg1ZSrsHrqGJQV5WLexmpkKsX5Raa3EzBx/yYEfouWSCT4/e9/j//93//1L7j84osv0NDQgB/+8Ie9GpDH44HdbsfVV1+NjIwMfPTRR5g0aRIA4PDhw2hoaMANN9zQq/cgovTjCzC7XrjLjXrMGmeE1eGGThP6umi3w323Mr86X9EECJ7VqUxQV8tE1hPWaRQYotegwqhHVZhbw133F6kxkFgbolB6arI48NWxFswZbwybIiLk76PF5oqeu21zIV+A70H5WhVemDgSj2+uCToXVBj1eGHiSORrVX0/qPMMWQqMGZIbNs1OyBrqya7tHndQXl1dHfT3q6++GgBw5MgRAIDBYIDBYMD+/fvjfvMFCxZgwoQJKCoqQltbGzZs2IBPPvkEH3zwAXQ6HWbOnIn58+djwIAB0Gq1mDt3Lm644Ya4K68QEQXKVMjw3ZGDMe3GS4LazM9Y9yXGDMkNqZIS63Z4YK6oXCLBz/7tCjw2QYoWqwMutxeFueqE1EdOdCv7i3I1ePG+0pCZ7kj7C9cY6GhTe9T36G0zIqLusNidUVNE2u3C5UfHWnNi6hBubEX6TLzyg9FoaXfAbHNBq5IjN1MhaEAOdJ5zlk4qxSffnEVetvJCDXWzDeMuHyjY+SLR5+Ku4g7KP/74427v/MSJEygoKIBUGj5LprGxET/84Q9x6tQp6HQ6lJaW4oMPPsBtt90GoLOLqFQqxaRJk4KaBxER9USTxYEFf60Ju63r7G6s2+HLJ5dFzRWdXl4MmbT7/RsiSXQr+4sHaLCiF/vr6W1cseb9Uv+Wo1bglx8cDpsiAgAv3DtSiGEBADQx0lM0SlkfjSS8fK1K8CA8HC+Av+09FVS5ZmyJATddPlC4QSHx5+JASU1k8lVRufTSS8NuX716ddTXq1QqrFy5EitXrkzG8IgozXRnkU486RlZqsi5ohIAr/xgdG+HHCTRrex7s7+e3MaN64sOZ8ypBxxuT9SSpw539MXYyaSUSyOmi1UY9VDJhakkImb+c0WdOM8ViT4X+yT1N6GXzUKJiBKqO7O78QTw8eSK9obJ6sCRRguqG1pw5KxFVIsnoy0CjXQbN9n13Cl9WezRj7X2GNuTyeHyYFp5cchi8HKjHtPKi2F3CfeFQazS9VwhzJJfIiIBGLIUWHLfyKAcRd9CsDFDcoNmd+MJ4JNZHutkawce/cvekFu3vU3zSGQ+d3dv47IZESWLVpURtRZ4b6ti9Ea73YV5G6sxo6IYM84H4b71LPM2VuOPM68TbGyAONd4iP1ckazPjEE5EaWNdoc7JEex3KjHmmnX4JIBmqCTaiJW2SvPL0zqbr6myeoICciBzhmiRzft7XFb7mTkc3fnNm6yy4lR+spWybF66his+LguZH3H6qljkK0SLtzRqRWwOtwRG3b1tEdCIiTry39viflckcx1MUxkIqK0EClHcVddM1Z9XAe1InixVTzpGdFqn5cb9Xiv5hR++qevcby5vVupKI1t9qhtuRvb7PH8yEHEUMc5GbXiiQCgw+nGqo/rwq7vWPXxEXQ4hWsZL9bf+1hf/oVMlxP1Z5bE82hSvzpKJImrPEBEFEk8txJ7Ulc7VnpGpPJYvuor8zZ2lpI90dqBVZv3xT0b1RqjRFpPSqiJoa54ssuJUfpqt7uwM8L6jp11TYLmlOs0Ciy+d0TYeuCL7x0h2O99PF/+U7X0YE8l+zya1KCcCz2JKNnivZXY0xzFWOkZvsD9pMmG+qb2oFxRq8ONOeONWBFmBi9aFYFMRfQSaZoY28MRS45mMsuJUfpqt0efCY+1PZlMVgee3XoAo4tyMb1LTvlzWw/g5e+PEuT3Pxlf/hNJjOeKZJ9HkxqUHzhwAAUFBcl8CyJKY90psZfMHEWdRoHDZyyY9eaekG1lhTkRc0kjzaxkKuQoN+rDVnYpN+qRqej+qTvczx+4MM7p8eLIWUufLPJKVjkxSl+xcsaFzClvsjjw4cFGfHiwMeJ2IY6HTIUs6uLYnnz5TzSxnSuSnese92/pfffdF/dO//rXvwIACgsLuz8iIqI4dedWYrLbI2sjXPRjlTsLN7OSo8nAQ7eU4I6Rg5GvVfkvlqdNHTDmZSFH0/0Tf9efX6OQhW18JIZFXkTdpZRLUWk0hE3HqDQaoBSwFrhY7lJ1laWIvjg2qwdf/lNdsq8jcf+W6nS6uP8QEfWF7lzselJXuztyMxWo6FKHGEDMYCDczIpOo8AgrQp/rzmFmet3Y9abezBj3Zf4e80pDNKqoNMoul3DvOvPP6OiOGzjo75c+EmUKC6vF3PGG1HZ5RisNOoxZ7wRbgHTacVaSUSpkEVdHKsUwUy52CT7OhL316C1a9f26o2IiBKtuxe7ZOYo5mtVeGHiyJDFXI1mGypLDGFn9KN1vnxiy76QhWs765rx5JZ9eOG+kWhotqK1wwlVhgwfHWrE4VNmPHPPCP8Md7jFrwU5arz0/VFoaXfA7fV2O62GSKxkEgmcLg8ev2MYvJCgraPz9x7wornNAamAhSeyVPKoHT2zBEqtsdiiL4612FzI1/bxoPqBZF5HeG+CiPqtntxKTGaOYpE+E6/8YDRa2h0w21zQquQYkKnATVfkxawiEBhEqxUyjCrMwVfHWmB1BC9Q21HbhGPNVkz5/Rf+x3zVXp56ex9e/v4otDvcIbn2tw3Lw8I7r+wM9mubsGrKVVF/FqGbcxB1hz5TAY8XeOqdfUEzvxVGPZ6+ewT0mcJ9wWy3uzCtvBheIGhsvo6eQlWGMXVEvxsm9EJPMUvWdaTHQflf/vIX/OlPf0JDQwMcjuB/2D17Qhc7ERElmhjLZuVrVWGbBUWbWQlXQabcqMeyyWX+Ki6Bul4sfRf6sqJcNLbZ8ezWAyEz81cM1mLB5hr/c3uSVtOVGDsBUnqyuTx4uktADgBVdc14+p19eOUHoyFUcq2pwxm1o+eGB4Xp6KmJkTMuhoWe6aZHQfmyZcvwxBNPYNq0aXj77bcxffp0HDlyBF9++SVmz56d6DESEUXU3VuJQgWSvpkV3/sfbWpHltIOlVyKZ97dHxJE+4KLGRXFIWkm4QLqXXXNmFFeDFOHM2yqTNcqMNXHWyNWeIlnwVIyu9oRdVeL1RE2PQToDMxbrI5ud9ZNlHBpdoF9XATLKZdLo6bVCLk4Nl31KChftWoV3njjDUyePBnr1q3DL37xC1x66aVYtGgRzp07l+gxEhFFFe+txJOtHVj09j4MHaxFWWEOTplsaNRkoGiABhflapI+znCBbKXRgKnll+DTo+dCZsR9gXagcqMe1cdbw+7f7vJEnN3qWgVmTVU9lk0u87+PTzx3GbpTipKoL7TZXFHL+7XZhGseZMhSYM20a7B8W21IlZM1064RrDul3e2JmlZjd0evHEWJ16OgvKGhATfeeCMAQK1Wo62tDQDwn//5n7j++uuxYsWKxI2QiCgBTFYHnn/vAObdUoI2mwum84skdx1pxu93HsUzd4/AxQNCA/NYM+vxzrxHCmR31jXBA2/YGXEgOJiuLDFg6o2X+DuFdpWjzohYw7zrrJfV4Q66pa5TZyBXo4hrwZIYuoMSBcpWybHigTKsqQou8Vlp1GPFA2WC1ikHgJXbwlc5kUokWHH+y3Ffs9hceGzTXiydVIrHJgyFxeZGtkqOM2YbHt20F7/5j6sFGVc669Fv6aBBg3Du3DkMGTIERUVF+PzzzzFq1CjU19eziycRiVJzuwP/NfYyLH3/UMis0PTyYjz97n680qWzXqwUjXhSOHxBu93ljhjIhpsR97nUkIkts25EtioDWSo5ntxcEzKjDnTebh6i1yBLKQ+7+LX6eGvIrWqrw40V2+owtsTQrdltsdZdpvSlkkuxtqo+JBWjs7qIBM/dO1yYgeH8l9go7eyF+hKbpZLjxUmlWNOlNGq5UY8XJ5UKVhUmnfUoYWj8+PF45513AADTp0/HI488gttuuw3//u//jokTJyZ0gEREieDyePHKB4fCzlat3VWPoYO1aLJcWLQeK0XDN5sUabvJ6sDJ1g7M2ViNW361Hf9qtkYdX7gmQ2NLDBisU2F0US4uy8tCvlaFZ+4ZEVIjt7LEgBfvK8VFuZqIdXQPnzLjhYkjE1JfV6x1lyl92VyeqOX9bDGaeCWTWKucKGXSsL0KdtU1Y92ueihlzCnvaz36GvTGG2/A4+n8BZ89ezb0ej0+/fRT3H333fjxj3+c0AESESWCx+ONeNH2zVQHzvDGStFoaY++vWsVlFiLpnTq4EA2UrAcz8LWaM/paX3dwDSdLKUcS+4biee2HgiZtU9EVzui7mrriJ4zLmROuVirnNhcnrALvYHOxbFCfpFJVz0Kyk+cOIHCwkL/3++//37cf//98Hq9OH78OIqKihI2QCKiRLA6ol+U7S5P0AxvrBQNc4yLfNcqKNGqnZQb9bA53Vg9dQwylXLoMxXIy1YCAI40WkLy1eNZ2BrpOT2prxt2gWqJAWumXYMZ6770B+bxzrqzlCIlmkYZPbDNFLC8n1QqwfihA3FlgS5kEeqBkybIpMI0NrLEOIdZBKqfns56FJQXFxfj1KlTyMvLC3r83LlzKC4uhtsdmu9IRCQknTp60JejzoBcJoHJ2pnfGStFQxsj31KjkGHOeKP/IpypkOPWYfmQ4nBQfqkvp33u+XrkHzxciZL8bNGUHIy4QLW2CRIAf59XiRarI+5Zd7H8XJRashTRu2ZGWgDdFzKkEjw2YRieeXd/0CLUCqMei+4aDrlAQXm2OvpnIvTi2HTUo0/c6/UG1dj0sVgsUKmEqQNKRBSNIUuB24bl4Yrz5RADZ6sOnjQhSyXHhF/vxJghuXhxUmnMbqG5mZG3Vxj1yFLKUd3QEnQRHj90IJ69ZzisDjfMNheyVHI0ns9NtzrcGFtiwCCtSlQlB2Ol8bg8Xowuyo1rX2L6uSi12N1uzKy4FN8dORj5WpX/+D5t6sBgnRp2AScLNUo5fvanr8M2Nnpu6wG8/P1RgoxLq8qI+kUm1sQEJV63gvL58+cD6Cx6v3DhQmg0F8qHud1ufPHFFxg9enRCB0hElAg6jQIL77wSCzbXhMxWPXvPCExd8w9YHe6gADFat9B8rQovTByJx/66N+iiVm7U4+e3D8XT7+4PuQh/fvQcPj/ajJL8bLRYHehwunHGbMNL3xuFDV8cw7P3jIBOo8CRRkvSSg52N3UkkZVWWEqRkqXd5oIXXvyt5lTQ8Vhp1GN6hXCt7AHA3OGMvAi1tgnmDqcgjY1sTnfUOuU2J7Me+lq3gvLq6s7auF6vFzU1NVAoLpw8FQoFRo0ahZ/97GeJHSERUQKYrA48sSV8G+6Fb+/DPWUX+YN1X4B4WV5W1IWRbq8XD996OeaM8yJTKYMXwMeHG9HS7sC2Q2eD3kejkGHZ5LLOageb9/kfLzfqMXd8CZ6fOBJ55y/MySo52JPUkURWWmEpRUoWnUaBl//vm5Dje2ddMzwAnrtnhDADA9Aao7qKUNVXTB3OoF4FdpcHSrkU1cdbMW9jNTY8eJ0g40pn3QrKP/74YwCdZRB//etfQ6vVJmVQRESJFm2WNlydcF+AGGlh5MnWDjy5uSZoBsyXHx6uE96MiuKI5ccA4IV7R/ofS0bJwZ6mjsRK4+lOpRWWUqRkcbgjVxLZVdcMh4DdKWMtMhWq+opWleHvVRAOj8e+16MilGvXrvUH5CdOnMCJEycSOigiokSLNUvbtU54tAuSP8CNUPN8sC70VnRZYQ6qG1oxZ7wRq6eOwaopV2HNtGswZ7wR1Q2taA+oDpOlkqOySz1xn7ElBmSp5DjSaEF1QwuOnLXAZI1eBxmIL3UknEh1z3tS39wX4IfDUorUGzEriQhYEjFTIUe5UR92W7mAi1B5PIpPj34TPB4PFi9ejFdeeQUWiwUAkJ2djZ/+9Kd44oknIJWy4DwRiUusWdrAOuKxLkixZt0dLk/IAiqXx+tPXwmcmSo36rFscpk/f/NkawcWvb0PU2+8BB6vN2j2b2yJAYvvHYEnNtfgw4ONQY/Hql7Sm9SReGqjx8MX4EfK02c+OfVUpjJ6OBNrezLlaDIwd3wJgNDc7bnjS5CjEWZGWqdRYPG9I/D45pqgc1WFUY/F947g8SiAHv2WPvHEE1i9ejVefPFFlJeXAwCqqqrw9NNPw2az4fnnn0/oIImIeitaGka5UY/q460A4gsQYwW4DpcHL0wciSe37PO/32CdCkvfD99RFACev3dEUIrJp0eag3I9c9QZuMSQiUVv7wsKyIH4qpf0NnWkJ/XNw0lUgE8USAJE7QMQpmBcn9FpFBgyQIM7SwuCcrcb2+y4ZIBGsN99k9WBZ7cewOii3M60u4Cccl9VGB6XfatHQfn69evx+9//Hnfffbf/sdLSUlx00UWYNWsWg3IiEp1os7TP3jMC5g4HJo6+KK4AMVaAq1HKoZBJg4JPhVzqT1/pWpJxTVU9nG5v0Ay8L9dTo5BhRkUxygpz8G1LBx64bgiGDtZiTVV9UDfNWNVLEpkb3luJCvCJfKRSYPr5dSFdZ6OnlxdDoFLgfoNz1Ljp8oEwdThh7nBCp87AsMFaDBKwNn+TxYEPDzaGfMkP3M7jtG/1KCg/d+4chg4dGvL40KFDce7cuV4PiogoGSLN0gKA2+PtnAEPuHhHKh0Ya9b9wEkTbAOzMGxQNi7Ly4LJ6kDdWUvU9JUOhwtub/C+Aiu2hHvNvPMNh3yipaDoNAosnVSKT745i7xspf9LwRmzDeMuH8iLL/VrCrkUb/2jAWVFuSGVRN76RwOevHOYoONraG7HE10Whlca9Xh+4kgU6TMFGVN/qIaUbt1/exSUjxo1CitWrMCyZcuCHl+xYgVGjRKmCD4RUTy6ztJGaiE/e5wxpIW8L2/bN+se8jqjHgvvGo6/7zuFDw+ewVN3Dke7w41HN+3Fz2+/Imr1lefvHYHAAhEahQwrHyhDrkaJueNK8Nh3hgKQYNvhM/jt9qMA6jGjojgoWI+VguIF8Le9p4I6io4tMeCmywfG+/ERiZIMnV0zn35nX0gfgqfvHgEZhJsqP2O2hQTkQGe5xic278PLPxglSJ1y7flJiaWTSpGnVcJicyNbJceZ8w3NhK6+ko7dfyVer9cb+2nBtm/fjjvuuANFRUW44YYbAACfffYZjh8/jr/97W+orKyMaz9LlizBX//6Vxw6dAhqtRo33ngjli5diiuuuML/HJvNhp/+9Kd46623YLfbcfvtt2PVqlXIz8+P6z3MZjN0Oh1MJhNLOBKJiFDHZuDMy4BMBZ7cvC8oSPUpN+pRVpQbdIEfW2LAS98fhXa7C26vF3KJBDaXBydbOwAA1cdbsaaqHmVFOZheXoyLclRwewCvF5BIvLhz+a6I43r/4UoM1qowd2M1dh9rwYoHyrC2qj6k5OKccUbYnB7M3rAHyyeXYeb63f6xRcspN1kdmLOxOuwC1VivpfTSH6+b9WcteP69AxhaoPOnh/lmyg+dNOOJO4aheGCWIGM7dNqM77y2M+L29x+uxNBBff85nzXbYLI58dQ7wY3OOr/IDIdOlYGBAnxZANL3fNWjmfLi4mJ88803WLlyJQ4dOgQAuO+++zBr1iy4XPGXHdq+fTtmz56Na665Bi6XC48//jj+7d/+DQcOHEBmZuftnEceeQTvvfce/vznP0On02HOnDm47777sGtX5IsbEVE4XWdeVk8dEzYgB8LXLt9R24T6sxZYHG6s3VWPsqJcVDe0RJz9fvKOK3Hn8p0oN+ox73z1hUjMHS4MHdQ5A7/9m7NYU1Uf0v7at987Rg7GjIpifxnHeBanspsmpTKby4MPD53Fh12advn89PYrwj7eF9o6osdFsbYni83pDgnIgc6Gak+/sx9LJo6M8MrkS9fzVY+D8lOnToUs6GxubkZhYSHc7vhas77//vtBf1+3bh3y8vLw1VdfYezYsTCZTFi9ejU2bNiA8ePHA+iskT5s2DB8/vnnuP7663syfCJKQyarA4ve3odRhTmYduMlsLs8Mcukda1dDgDKDBmWf1znD9ojNd7YVdcMz/kbkbvqmjHrZmPU99KqOsdSkKPGmCG5WPDXmoj7ffQ7Q1F6cQ40GTJs++lN0MeRZ9kf8keJespidwUtiu66kLrdLlyd8ixV9PNMrO3JYnG4IzZcqqprhsURXyyXDOl6vupRQfFIGS8WiwUqVc9vdZhMJgDAgAEDAABfffUVnE4nbr31Vv9zhg4diqKiInz22Wc9fh8iSj/N7Q7cf20RqhtaMHP9bsx6c0/MC3Vg7XIfuUziv5CFC9oDnWu/0JDns6PNqDSGb9RRYdQjN/NCUG2JMa4TLR24c3kVnn53P1QZsrhmjNhNk1JZtkqOZZPLgo7vGeu+RHVDC5ZNLhMs8AUAlVwatXmQKsx5pi/ECmyFDHzT9XzVrd/S+fPnAwAkEgkWLVoEjUbj3+Z2u/HFF19g9OjRPRqIx+PBww8/jPLycowYMQIAcPr0aSgUCuTk5AQ9Nz8/H6dPnw67H7vdDrvd7v+72Wzu0XiIKLGEPjZdHm/IQsvq461Raxv7apcHPtbSfuFCFS5oD+T2XJjAWFNVj82zbsTirQeDUmYqzldgCFzoFW+jo3jqk/uIqSQiiYvQx2YiKGXSiAupJQCeu2eEMAMDYOpwRC3XaOoQJviNdZ6JtT2Z0vV81a2vZ9XV1aiurobX60VNTY3/79XV1Th06BBGjRqFdevW9Wggs2fPxr59+/DWW2/16PU+S5YsgU6n8/8pLCzs1f6IKDGSeWyarI6Ybec9Hm/IBXtNVT2mlxeHzGJVlhgwd3wJ1lTVBz02vbwYroBA2xfUh1Nh1AcF5VaHG6dabfj5d67A6qljsGrKVVg9dQxGF+Vi8dYDQWOO1v6665cFX35lLL6KMV33y26alArXTZvLEzUVwxbjrlYyZasUmLexGmVFuUHHfllRLuZtrBZs1jdTIUNFlPNXpkLWxyO6IF3PVz2qvjJ9+nT8+te/Ttiq7Dlz5uDtt9/Gjh07UFx8YWHVtm3bcMstt6ClpSVotnzIkCF4+OGH8cgjj4TsK9w3/sLCwn61ipwoFSX62PRVUWmxOuB0e7DrSLO/oU64sll7jp3Dfa+Hpr358lC/O2IQbE4PNAoZpFIJpBIgQyqFqcOBTGUGslRyPLm5BlcM1voXd3aWLbwKp0wdyNeq/Hmsp00dGKxTQwJg2rovAXQG03eMHIyTJlvYPPSP5t+Ey/IuVIcIW6rRqMf0imLM2RBcn3zLrBsxuii3W58bu2mSTypcN3f/6xx+uOYfEXPK/zDjWoy5ZIAgYzNZHXhicw0mXnVxSOnBzXtO4PmJIwU5BmtOtEAhl+O5rfuDFpVXGPVYdNdwOJwujLg4vvNKsqTb+apHSVZr165NyJt7vV7MnTsXmzdvxieffBIUkAPA1VdfjYyMDHz00UeYNGkSAODw4cNoaGjwl2LsSqlUQqlUJmR8RJQ4iTw2wwWsgQ11wqV16NThT+S+zpl3lQ7Gqx9+E7Um7jP3jMBTb+/z34qubmiFF178reZU0EXNFzw7zncDKjfqMXdcCTqcbix+72DYcXTN35QA+O7Iwf5FqUq5FGfMNkjC1Fvuzkwbu2lSV6lw3cw6n1MeqdGWkDnlOo0CP//OUDy+uSak9KBQATkAaBQZ+Pc3PsPSSaV4dMJQWGxuZKlkaDTb8cDvPsf//Ch8nNWX0u18JdxvKTpTVjZs2IC3334b2dnZ/jxxnU4HtVoNnU6HmTNnYv78+RgwYAC0Wi3mzp2LG264gZVXiNKUyeoICciBC7mavoY6XctmxcpR3NPQGrLPHbVNeHTTXiy880rIpBIYMhV4+fuj0NzuwNN3DYdMKsFTb+8LKV24s64ZHgAv3DsSf5tXiXa7C1q1HF8dPIcfjb0UIy/SBc3kvV39LfSZChw6ZYbZ5sLALAUWvb0/Yv30wKZBqZxfSRQvdYYsak758wKW9zvZ2oEnugTkQGdazROba/DL740SpBmOIUuBYYO1/l4HgSp5XhGEoEH566+/DgC4+eabgx5fu3Ytpk2bBgB49dVXIZVKMWnSpKDmQUSUnqLVr+1aWzxw9jlam/kbL9VjwrLwzT121jbh+DkrZq7f7Z85v/R8E5JvTreFdOkLHMu3rR144PdfAOhMk1k9dQxWfVyH1z6s9T+v3KjHf8+8Dk+9ux/bztdYjrd+eqrnVxLFq93uippTLmRJRFOHM+SLu09VXTNMHU7BOlQ+d88IPLmlJiR9RciFselM0KA8nnR2lUqFlStXYuXKlX0wIiISu1j1a31lCjUKGXI1ChxptMBsc0KrzoBKLsVHB87gw0ON/uePLTHguuLouaa+fXZNi4k1ltaAqgozKoqx4nx980C76prx5JYajC7K9QflsUotZinl+ODhSgzSqhiQEwFBayx6sj2ZLLboXwhibU8Wc4cTz27dj9FFuZheXhzUBfW5rfvx9F3DeX7pY4IG5URE3RVPuUCNQoY1067Bk1v2hZQfnFZejE+PNvsv0jtqm/DUO/uDUkJ8fItAh+jV2DzrRshlUrS0O3DabAMQu+lHYMnEssKciI2Gquqa/XnqXV8XjkYpw/PvHcTyyWVRn0eULsTaoCee9xayedC2Q2f9kwFd/ex24b7IpCthKtYTEfVQPOUCF955JVZuqwtJAamqa8baXfWYURG8qHxnbRNuuDS4NJhGIcOyyWU4cNKEUyY7lm+rxbZDZ5CjyYDd5cGh021QyqWojDCWSqMBNd+a/H93uKPPfgduj1Zqsdyoh8vtjbsUIlE6UMujl/dTy4Ur7yeVIOrxLA1du90nxNw8KF1xppyIRMtXDsuXfmI4307+xUmleGzT3qBFm5UlBjxz93AAnU17orWpD8w795FJJUGNhGZUFGPtrnqUFeViwxfH8J/XXwJVhhRL3z/kf84jt5Vg1s2XweP1hjQFmTXOiH/868JjA7OiV7fIy76wfU1VPZadnwUP22zE2nmx5EWTqJPV6cK08mJ4EXrMTCsvhtUpXE65TCqJ2jxIJlBUHqtqU6p2zRQzBuVEJErhyh4GlihcPrksYv3a6oaWqPsOl7NtdbhRVpSLGeXFyJBLodcosGJbnT+AP2XqwHs1p4IuqiMKdJi5fjdmVBRjRpeczJnrvwxKL1Gcb7UdqXtolvLC6djqcOOxTXux4oEyPP7dYTB3uJClkqPRbMNfvjqOy/KyAfCiSeRjsbkxb2N12GNx3sZqrJ9+rWBjU8qk2PjFMf/5JXBsG784hqfvGi7IuFQZUlQY9WEXoVYY9VBnMJmirzEoJyLRiVT2sOtCy0iLkOJtU+9TWWLAnoYWf863IUuB/55xHVZPHQONQo7bhw9Co9kWElDbXR5/nfNAvlz0PK0Sq6ZcBVWGDF4v8GDFpQDCz5aZAxaFahQyrHrgKhw5a0He+aZEHU43Gs02PHLbFXjgd5+zFCJRgCyVPOyxGLhdKO1ON/7j+ktwytThf0wikaBAp8LVRblodwqUu+0FFt01HF/965z/PKPKkOGMqQNjigeg+60lqbcYlBOR6EQre9i1/ng40WqSV3RpU19p1OP5e0dg97EWrJ46Bg63B4W5Ghw8ZUJOpgJZKhmsdhcKctRYPXUMHt2015/LHW5Bpi8XvWsTk8oSA6aXX4JriweEncn78/+7AX9/qBJtNifyspQ4bbZja5eZ+XKjHpcYMrFqylXQqTNwtKkdWrXDn9ZDlK4yFTJUlhjCnjcqSwyCtoxvt7kgkQB/rzkVVEK10mjAzMpitAtUfWVApgKHz1jwtzDjuiwvG1fkZ0V5NSUDg3IiEp1YpQZj5VJHzDs3GrDgu0PRaLZj1ZSr/F0yT5ttcLs9/iYahiwF3vrR9Xjqnf0hHfjefPB6TPn952iyOFB9vBXjhw7ElQU6f2vvfK0Kh0+bUd3QGjSmnbVN8Hq9GF2UG9Kso9yoh0IuxW2/2gEA+Nu8Ciz/uDZs+UQAeOK7w3D7axfqqnftPEqUdjxePHfPcDy5ZV/4mtse4aZ9czMVeP2TOowqysW081/IfY3D/vjZMTx+xzDBxrb8o9qQXgs765oACbCC1Z36HINyIhKdWOkn8eRSd807Vylk2HOsBd/7zWchNYvLjXo8+p2h/r8vnVQaEpADndVbntu6H0snlWLm+t146x8NePPB6/Hs1v1hW3vP21gd9F5Vdc34yc3GkOfOGVcCe8AtbJfHG7ERyq66Zri6BBhd03qI0o1XIolac3vRncLkbQOAy+PB/dcNCbl75ktdc3miV2ZKliaLI2KTsp1x3JGkxGNQTkSiEy39JFwudaQqLYF55/tPmrD4vYOYUVHsn9X2zVatqaoP2l+eVhm1O+CjEzoD+PuvLcKvPzyMGeXFeGzCUFhsbmSr5DhzfkFmuNrnQGfHTl/Q0Gi2QSoBPgpoaGS1d78RSjxpPUSpyup04/Oj53Blgc7/mETSWdXks6PnYBUqbxuAxwNs6LLQ03fu2fDFMfwiYEKgL/X2jiQlHoPyfubcuXMwm83dfp1Wq8WAAdG7FhKJRaT0k3Bt5cNVaaksMeCpu4YD8GJglhI6jQI2hztsrrdvVtsWcNG22KJfwDscbvzl/90ArVoOr7cAz24NTXNZeOdwNJpsWNHltUq5NOi9RhXm4IzZjt9uP+p/TC6LXiJNHqGEGi+ilK7abc6ox3e7XcBjQwI8EGWmXCiJuCNJicWgvB85d+4cii+7DObW1m6/VpuTg/ojRxiYU78Rq+whELlKy87aJjz1zj6UFeXin8dbsXRSKXIzFfjVh99EzNNedOeV/seyVNEXhWlVGRg6WIv6Jgue3LIvYprLoi6lziqNBnzyzVn/hbmyxIBpN16CuSFpLk2oNBrC3lquNBpQFeGWMy+ilK4GZCnx6keR12E8d88IIYblt3ZXfVznnr7U3TuSlHwMyvsRs9kMc2srxv/8dWhy8uJ+nbW1Edte+gnMZjODcupXopU9BKJXafE1CVqxrQ6PbdqLx+8YFjVP22K/UAGh0WyPWr83N7NzTDanJ2qaS2Dud7lRjyfvHIaJqz4F0HnRe2HiSDzz7v6QdJQ3dhzF2mnXABKE3AGYM86I6eu+DHk/XkQpnTndkY/FXXXNcMboqJtMXi+ijk2oNajduSNJfYNBeT+kyclDpmGw0MMgElysnEhfk6AdtU2YG6PsmCmgTvijm/birR9dj6ff2R9SyeGFiSORr1UBiJ0uYrE5/VVeqo+3wgtgw4PXBc36P3PPCNhdwRfFMUNyMWSABivC3CmwOtwYMySXF1GiAIHHb0+2J5PVEf3cE2t7MsVzR5L6DoNygfQkN/zEiRNJGg1R/9SdJkGx6hQX6NRYM+0aeL1eDNKq4PF68cvvjYK5wwmzzQWtSo7cTIU/IAdip4uoFXLMevNzAJ0z5RflqPHdEYOCLnjRLooma2c9dC8AnE8jH8yLKFEIMbeMz1FHPzZjbU+2WHckqe8wKBdAb3LDAcDlEu5bNZGYRMuJLO/SJEglj95c5GybDTPOp4VUGvV4aVIpJIELKsOsrdRkyKKmuTSabf6xTC8vxryN1bj2kgEhF8BwF8VwC1gD65HzIkp0QZYi+rGYJWDzIOZuU7wYlAugp7nhzccO4rM3noTbLVxpJyIxiZQTGRgEA51Bt9vrweybL4PH6w3pkjn7ZiO0AW24D55ug83txRObvg6pqvLCxJEo0mcCAKQAnr57BJ5+J7RhyeJ7R6LFase7c8rxwYEz/prl8VRIibSAlfXIiSLwerH43hFhmwctvnckhOwZz9xtiheDcgF1Nzfc2tIY+0lEacaX/nHabEOr1QmXx4vPjjb7g+DKEgOWTByJNrsLM9bvxoyK4pA29zPWf4m//L8b/PtcOqkUT2ypCVtV5fHNNXjlB6ORr1VBq8lAc7sDc8Yb8ej5OuVZKhna7S44PR78fsdRPHTrFVhTVe9fzBnPbfRoC1hZj5woVLvLg/9avxsrp1yFx2VStHU4ka3OgMvtwX+u/gK/mzpG0PExd5viwaCciPo9X/rHGbMNrVYHbrp8IO4YORgSSWdN72yVHKfOp5IE8jUXAYD2gAoogc2DNApZSMMha0Cllqfe3h+2dGG5UY+yolw8t3W/v4nQbcPykKWS40ijJaTRUSA29SDqnrYwC7kDM84sMRZ69wXmblMsDMqJKCWEy8H2pbEs/fsh/PT2K6I2F8kOSF9pt7mhUcjwo7GX4pZheWg02yGXSv1nzKNN7bC7O2faxxTn4quGlpCyhoElGaeVF+O2YXlYeOeV+Nmf/xkxT9yHTT2IukenkeO/Z16LT480I1+rgt3lQbvDjTOmDvz3zGvhEKiVPVF3MCgnItEzWR1osjgizi5HysH2zXaXFeVCKZNiY4RW1xu/OIYn7+hs4DG2xICczAwsm1yGdbvq8dqHtdAoZP6APjClpdKox6xxRpRelIPZG/aEBOa+kow6dQYWTxwZEpAD4fPEuTCMqHs0MhmOt3bgvZpTIWtGLjFkojDgSy+RWDEoJyLRMlkdOG224URLByQSCfY0tGBNVT3GDMkNml2Op4mQ3e3BlOuHYE1V8Ez5rUMH4uFbL4fN5cGf/98NyFFnQKOQYd2uev+CsRkVxWE78u2sa4YHwB0jB/tTVAL5SjLmahSw2Fxx54lzYRhR9zg8Xvxu59GwX7p/t/Oo/0s3kZgxKE8jPalzrtVq2QWUBHGytQOP/mVvUL62L9Vk3sbqoNllU4cj6r7sLg8kANZW1QdVZtAoZLj/uiF48f1DQQH3hgevC3peWWFOSMDt4wv6A+uX+8ZafbzVP7N9tKk96hi75olzYRhR/OwuNx64bkjY9LTp5cWwu1i1jMSPQXkacFjbAIkUlZWV3X6tNicH9UeOMDCnPuVPR6kLn47im5VusjjQ7nDD5oyeL6qUS+H1ds5sB/rxTZei0WzDjPJiTLluiH9mrc0evCjMl4YSSdftvkDgf/7R4J/Z1qqif3EIlyfOhWFE8ZFAEvZulu/vCzlTTv0Ag/I04LJ3AF4PKub9Gjn5F8f9OmtrI7a99BOYzWYG5dSn4klHATpbZz/97n6MKsxBuVEfckEGOvO+a741hSye1ChkmDB8MJ7Zuj8kB/Xu0gJoFDJ/jnhgZ9BwlHIpLspR468/uREahQwyqQQyqQQvf38U88SJ+oAXCHv84/zjwlUpJ4ofg/I0os4Z2K266ERCiVUS0DczrVHIsLO2CV8da8GKB8oghSQk3WXWuBJIJV5olMEd/WZUFOO5LgE50HkBf27rfjx5xzA8vnkfAKD6eGvEoL/cqEdjmx1jhuRGndVmnjhR8rTbo5c8jLWdSAwYlBOR6MQqCaiUSzG2xACp5EId8Rx1Bn7+nSvwC8lQtFgdcLm92NPQgpnrv8TVRTl49p4RQYF1tDzxnXXN+MWEoag0GrCzrglrquqxbHIZJEBQrnm5UY+540twyQBNzKDaZHWgw+HGw7eW4PE7hkEm6ZxN14epU05E3ZOpjB7OxNpOJAb8LSUi0YmW6uGbmV46qRRtdidWPFAWUlHFl9Pt66S5s64ZXngxd1wJgM7Z8Fh54mfb7JhWfgmmlV8Cu8sDuUSC6eXFmD3OiAyZFBqFDJkKOXI0GTGD6nA11H31yRmQE/WeTAL/l+iuKo0GyCRhXkQkMgzKiUh0IqV6VJYY8Nw9I5B7PhC2N7lDKqoAoQtCgc48dbvLjTtHDsaM8mIMzFZGHUOBTo1ffnAI2w6d9T9WbtRj7rgSFA3QIK9LtZVIItVQD1efnIh6RiGTYta4y+CBN2SNyKxxRihk0deFEIkBg3IiEqV4SgLaXB581dCKOeONKCvMCapNvKaq3r8gFADUChl+u/0IhhXokKdVwe3xRplZ08Pt8eLWYfmYct0Q2F2d3TvPmG2QSmMv/AwUbdFq1/rkRNQzNrcHczdWY+mkUjw2YSgsNjeyVHI0mm2Yu3EP/vjgdUIPkSgmBuVEJFrhSgIGdvf0eLz+Tptd01eWTS5DtkqOOeONOHTKDE2GDP9x/SU4ZeoAADS22bHwrivx3Lv7g0ollhv1mFpejKlr/4H7ry1CvlaFAZkKtNtdOGmyYfF7B/HunIq4A+lYi1a71icnou6z2Jx4cVIp1nQpi1hu1OPFSaWw8DijfoBBORH1G11zs/9v/lj86sNvItYmfvQ7Q/F1QwsW3TUcFpsTcqkEvtRSt8eLU602zB5fgkcnDEO73QWL3YXq462Yt7EaVocbK7bVodyoR1lRblDQb+qI/wIfa9FquPrkRNQ9AzKVePXD2ojngufuGSHEsIKcMdvQ0u6A2eaCVi1HrkYR0nSM0pugSVY7duzAXXfdhYKCAkgkEmzZsiVou9frxaJFizB48GCo1WrceuutqK2tFWawRCQok9WBRW/vw6jCHKyeOgarplwFl9uLsqJcaBSykOfvqmuGw+VBVV0znnv3AHI1SijlkqB6xW6vF0fPWmC1u5CvVWL9p//Cim11/vrkgQtGA9mcbpxs7Yhr3L5Fq+GwPjn1RyarA0caLahuaMGRsxaYrNEbY/UFp9uD6vOpbL7zw5pp12DOeCOqG1rhdEdf2J1sDc3tmP+nr/GdX+/ED377Gb7z2k789E9fo6E5eqdfSi+CzpS3t7dj1KhRmDFjBu67776Q7b/85S+xbNkyrF+/HsXFxVi4cCFuv/12HDhwACoVv10SpZPmdgfuv7YoYqqKb3Y70FmLHQCws64Jbq8Xbi/wXs2pkNvbc8YZAS/8OeymDidsTjc+Pdocst9yox6fHm3Gb7YfiWuRJuuTUyqJVkmoIEct2Lja7a6oqWxC1ik/Y7ZhweaakFn8qrpmPL65Bq/8YDRnzAmAwEH5hAkTMGHChLDbvF4vXnvtNTz55JO45557AAB/+MMfkJ+fjy1btuD+++/vy6GmtRMnTnTr+Vqtlh1AKeFcHm/UNtqBlVZ8AisueLzAio/rIr7+2btHBOWwn2ztwOvbj4QE5NPLi/2BeryLNONZtBpOYP68Vp0BA2uak4DEXEkoV6PAK/8XOZVtsYDpKy3tjojdRqvqmtHS7mBQTgBEnFNeX1+P06dP49Zbb/U/ptPpcN111+Gzzz6LGJTb7XbY7Xb/381mc9LHmqoc1jZAIkVlZWW3XqfNyUH9kSMMzClIb49Nj8cbtY12YKUVoDOArj7e6v+7zeWO+nqbK3iWvSBHjYV3Xonj56z+6iuB+eZA9xZphlu0Go1YZyQp9cR7bIq5kpDd5Yl6fMfqS5BMZlv0WfpY2yl9iDYoP336NAAgPz8/6PH8/Hz/tnCWLFmCZ555JqljSxcuewfg9aBi3q+Rk39xXK+xtjZi20s/gdlsZlBOQXp7bFod0S9cgRfdwBlt39/b7e5ILz2//9DtMokEM9fvjviaZC3SFPOMJKWeeI9NMVcSijW2WNuTSauKHmrF2k7pI+Wq6S9YsAAmk8n/5/jx40IPqd9T5wxEpmFwXH80OXlCD5dEqrfHpk4dPQgtHKDBWz+6HhsevA5lRbn+GW1fgC6XRm/ppwsTYAu1SDOeGUmiRIn32BRzJaFY7y3k2HIzFagw6sNuqzDqkZvJL9jUSbRfzwYNGgQAOHPmDAYPHux//MyZMxg9enTE1ymVSiiV0Tv1EVHf6+2xachSoLLEEDZYrSwxQJMhg9XuwiCdCmWFOXj5+6P8KSePbdqLX36vNOrr87WhYxNqkaaYZyQp9cR7bBqyFLhtWB6uGKwNadZ1+JRZ0EpCKrkUFUZ9SHdfoDPwVXWj4Vei5WtVeGHiSDy+uSZofBVGPV6YOJL55OQn2qC8uLgYgwYNwkcffeQPws1mM7744gv85Cc/EXZwRNTndBoFnrtnBJ7cEnphe/bu4Wg414F2hwsahRzrdtX7GwJpFDIsm1yGP35+DFNvvAQeb3BueqXRgHnjSyK+b08XafaGmGckKX3pNAosvPNKLNhcE7So2hdcCplS5fR6sOiu4Xj23f0h54dFdw2H0ytsScQifSZe+cHoC3XKVXLkZrJOOQUTNCi3WCyoq7twYNfX1+Prr7/GgAEDUFRUhIcffhiLFy9GSUmJvyRiQUEB7r33XuEGTUSCMFkdWLz1AEYX5WJ6ebF/ls6QpcBz7x3AtkNnAXQG4aunjgEgwc66JsyoKPZXbfn86DnMqCjGjPOv16kzYHO6MXXtP6J26ezuIs3e8qXN7Agzq8/a5iQUk9WBJ7bsC1va78kt+wRd66CRybDk/UOYXl6MRycMhcXmRpZKhkazHb/+8Bss+M5QQcYVKF+rYhBOUQkalO/evRvjxo3z/33+/PkAgKlTp2LdunX4xS9+gfb2dvzoRz9Ca2srKioq8P7777NGOVEaarI48OGhRnx4qNH/WGdjkJagIMHqcGPm+t148o5heOLOYfB4vP5ZPV+XzkCrp46B1eEWVUoIa5uTGIm5+orT48UPb7gEK7bV+u+SAUClUY8540vg9HijvJpIHAQNym+++WZ4vZEPFIlEgmeffRbPPvtsH46KiMQoXJ71dUMGoKwwB4+dnxnLVslxxmzDo5v24vHN+/C3eRUxS6H5tostJUSItBmiaMS81sHqdONnf/4nVk65CgtkUrR1dNb2d7o9mP3mHvzmP68WbGxE8RJtTjkRUaCuedaGLAUu1qvxZJfb6RVGPd588HpM+f3nsDrcyI0RxOZlK3HbsDxRpoT0ddoMUTRiXuvgcLqxeto1eObd/SHng9XTrkG7iO6EEUWSciURiSh1mKwOHGm0oLqhBXKZJKg84dJJpSEBOdCZ3/rc1v2daR7qjKhlDcuNetSeacPCO69M2+A38DM+ctYCk5XlFik8oUqExkOfpQwJyIHO88Gz7+6HPotV2Uj8OFNORKLUtaOlRiHDmmnXwAtgZ20T8rTKqK2rF0wYhrxsZcT87MAGQ2OG5KZlQx52DaXu0GkUWHzviLCl/RbfO0LQ48fqiNyxt6quOWxzMCKxYVBOSXHixIluv0ar1bILKAEI39HS6nBjxrovsfDOK7Hozitxrj36jG67w+UPEgpy1HjunhGoO2uB3eXx1y/3NRgSepGaENg1lLrLZHXg2S4VkHzH0nNbD+Dl748S7HdGzB09ieLFoJwSymFtAyRSVFZWdvu12pwc1B85wsCcIlZ5sDrcWPDXGnw0/ybo1NHzV7vmv56zOjBz/e6IzxdT9ZW+IOZKGiROTRYHPjzYiA8PNkbcLtTvjJg7ehLFi0E5JZTL3gF4PaiY92vk5F8c9+usrY3Y9tJPYDabGZRTXFUeBueoo3bw69q6WsyL1IQg5koaJE5i/p0Rc0dPonjxt5SSQp0zEJmGwXH/0eTkCT1kEpF4Amhf6+oKoz5oW6TW1WJepCYEfkmh7hLz74wHXiy8c3jY88Giu4bDA9YpJ/HjTDkRiU68HS2707qaDXmCsWsodZeYf2cMmUo8vrkmYkfPFyaOFGxsRPFiUE5EotOdKg/daV3NhjwX8EsKdZeYf2d0GgUe/c5QPLG5JqSj5/MTR/L3mfoFBuVEJDrJrPLAhjwX8EsKdZdYf2d854xRRbmYJrLKMETxYlBORKIj5ioPqYZfUqi7xPg7w3MGpQIG5SQqrG9OgLirPBCR+PCcQamAQXkvnTt3DmazuVuv6UngmepY35wCibnKAxGJD88ZlAoYlPfCuXPnUHzZZTC3tvbo9S6XK7ED6sdY35wCibnKAxGJD88ZlAoYlPeC2WyGubUV43/+erfqbDcfO4jP3ngSbrc7iaPrn3z1zSm9ibnKAxGJD88ZlAoYlCeAJievW4GktSX8QhQiukCsVR6ISJx4zqD+jkE5EYmWGKs8EJF48ZxB/ZlU6AEQEREREaU7zpQTkWiZrA40WRww25zQqjNgyOQsGJHQeFwSJQeDckoJrG+eek62duDRTXuxs8uirRcnlaIgRy3gyIjSF49LouRhUE79GuubpyaT1RFy4QeAHbVNeGzTXiyfXMaZOaI+xuOSKLkYlFO/xvrmqanJ4gi58PvsqG1iy2wiAfC4JEouBuWUEnpa35xpL+LEltlE4sPjkii5GJRTWupN2ku2Vosd27cjJycn7tcwkO8etswmEh8el0TJxaCc0lJP015Mp+qxc+UvUFZW1q33Y/5697BlNpH48LgkSi4G5ZTWupv2Ym1p7HYwz/z17mPLbCLx4XFJlFwMyol6oKc57H3l3LlzMJvN3X6dmNJs2DKbSHx4XBIlD4NyohRz7tw5FF92Gcytrd1+rdjSbNgym0h8eFwSJQeD8gDdnV3sSeUOSl89+X1xu92QyWTdfh9zayvG//x1aHLy4n4d02yIiIiEw6D8vN7MLrpcrsQPiFJGbyq9SKQyeD3uHr2vImuAqFNsiIiI6AIG5eeZzeZuzy42HzuIz954Em53z4ImSg89rfTi+/3q6ev4e0lERNR/pHxQ7vV6ASBmWkpbWxsAwOPyxB3MeFweAED7uTOQy+P/KNvPnU3Z1/WHMfb163yv8Xji/90CLvx+9fR13f3ZOlo6x9nW1hbzeMnOzoZEIol73+HEe2wSUfx4bBKJUzzHpsTrO/pS1IkTJ1BYWCj0MIhSislkglar7dU+eGwSJR6PTSJxiufYTPmg3OPx4OTJkwmZPUgnZrMZhYWFOH78eK9P8OkqlT/DRBxPQh6b/enfhmNNjlQda38/NhOhP/3bigU/s+7r7mcWz/GU8ukrUqkUF18cfz4uBdNqtTxAe4mfYXhiODb7078Nx5ocHGsoMRybidCf/m3Fgp9Z9yXyM5MmZC9ERERERNRjDMqJiIiIiATGoJzCUiqVeOqpp6BUKoUeSr/Fz1C8+tO/DceaHBxr6uLn1X38zLovGZ9Zyi/0JCIiIiISO86UExEREREJjEE5EREREZHAGJQTEREREQmMQTkRERERkcBSPij3er0wm83gelYiceGxSSROPDaJhJHyQXlbWxt0Oh3a2tqEHgoRBeCxSSROPDaJhJHyQTkRERERkdgxKCciIiIiEhiDciIiIiIigTEoJyIiIiISmKBB+Y4dO3DXXXehoKAAEokEW7ZsCdru9XqxaNEiDB48GGq1Grfeeitqa2uFGSwRERERUZIIGpS3t7dj1KhRWLlyZdjtv/zlL7Fs2TL85je/wRdffIHMzEzcfvvtsNlsfTxSotRmsjpwpNGC6oYWHDlrgcnqEHpIREQphedZikUu5JtPmDABEyZMCLvN6/Xitddew5NPPol77rkHAPCHP/wB+fn52LJlC+6///6+HCpRyjrZ2oFHN+3Fztom/2NjSwx4cVIpCnLUAo6MiCg18DxL8RBtTnl9fT1Onz6NW2+91f+YTqfDddddh88++0zAkRGlDpPVEXKhAIAdtU14bNNezuQQEfUSz7MUL0FnyqM5ffo0ACA/Pz/o8fz8fP+2cOx2O+x2u//vZrM5OQMkSgFNFkfIhcJnR20TmiwO6DSKhLwXj00iceKxmVx9eZ6l/k20M+U9tWTJEuh0Ov+fwsJCoYdEJFpmmzPq9rYY27uDxyaROPHYTK6+PM9S/ybaoHzQoEEAgDNnzgQ9fubMGf+2cBYsWACTyeT/c/z48aSOk6g/06oyom7PjrG9O3hsEokTj83k6svzLPVvog3Ki4uLMWjQIHz00Uf+x8xmM7744gvccMMNEV+nVCqh1WqD/hBReIYsBcaWGMJuG1tigCErcbdUeWwSiROPzeTqy/Ms9W+CBuUWiwVff/01vv76awCdizu//vprNDQ0QCKR4OGHH8bixYvxzjvvoKamBj/84Q9RUFCAe++9V8hhE6UMnUaBFyeVhlwwxpYYsHRSKfMciYh6iedZipfE6/V6hXrzTz75BOPGjQt5fOrUqVi3bh28Xi+eeuopvPHGG2htbUVFRQVWrVqFyy+/PO73MJvN0Ol0MJlM/PZPFIHJ6kCTxYE2mxPZqgwYshRJv1Dw2CQSJx6bySHEeZb6F0GD8r7AkwuROPHYJBInHptEwhBtTjkRERERUbpgUE5EREREJDAG5UREREREAmNQTkREREQkMAblREREREQCY1BORERERCQwBuVERERERAJjUE5EREREJDAG5UREREREAmNQTkREREQkMAblREREREQCY1BORERERCQwudADIKLkMVkdaLI4YLY5oVVnwJCpgE6jEHpYREQkErxOiAeDcqIUdbK1A49u2oudtU3+x8aWGPDipFIU5KgFHBkREYkBrxPiwvQVohRksjpCTrQAsKO2CY9t2guT1SHQyIiISAx4nRAfBuVEKajJ4gg50frsqG1Ck4UnWyKidMbrhPgwKCdKQWabM+r2thjbiYgotfE6IT4MyolSkFaVEXV7doztRESU2nidEB8G5UQpyJClwNgSQ9htY0sMMGRxZT0RUTrjdUJ8GJQTpSCdRoEXJ5WGnHDHlhiwdFIpy10REaU5XifER+L1er1CDyKZzGYzdDodTCYTtFqt0MMh6lO++rNtNieyVRkwZImn/iyPTSJx4rGZXsR8nUg3rFNOlMJ0Gp5ciYgoMl4nxIPpK0REREREAmNQTkREREQkMAblREREREQCY1BORERERCQwBuVERERERAJjUE5EREREJDAG5UREREREAmNQTkREREQkMAblREREREQCY1BORERERCQwBuVERERERAITdVDudruxcOFCFBcXQ61W47LLLsNzzz0Hr9cr9NCIiIiIiBJGLvQAolm6dClef/11rF+/HsOHD8fu3bsxffp06HQ6zJs3T+jhERERERElhKiD8k8//RT33HMP7rjjDgDAJZdcgo0bN+If//iHwCMjIiIiIkocUaev3Hjjjfjoo4/wzTffAAD++c9/oqqqChMmTBB4ZEREREREiSPqmfLHHnsMZrMZQ4cOhUwmg9vtxvPPP48pU6ZEfI3dbofdbvf/3Ww298VQiSgGHptE4sRjk0gcRD1T/qc//QlvvvkmNmzYgD179mD9+vV4+eWXsX79+oivWbJkCXQ6nf9PYWFhH46YiCLhsUkkTjw2icRB4hVxKZPCwkI89thjmD17tv+xxYsX449//CMOHToU9jXhvvEXFhbCZDJBq9UmfcxEFB6PTSJx4rFJJA6iTl+xWq2QSoMn82UyGTweT8TXKJVKKJXKZA+NiLqJxyaROPHYJBIHUQfld911F55//nkUFRVh+PDhqK6uxq9+9SvMmDFD6KERERERESWMqIPy5cuXY+HChZg1axYaGxtRUFCAH//4x1i0aJHQQyMiIiIiShhR55Qngtlshk6nY24c9QmT1YEmiwNmmxNadQYMmQroNAqhhyVKPDaJxInHZnrhdUs8RD1TTtSfnGztwKOb9mJnbZP/sbElBrw4qRQFOWoBR0ZERBSK1y1xEXVJRKL+wmR1hJzYAGBHbRMe27QXJqtDoJERERGF4nVLfBiUEyVAk8URcmLz2VHbhCYLT25ERCQevG6JD4NyogQw25xRt7fF2E5ERNSXeN0SHwblRAmgVWVE3Z4dYzsREVFf4nVLfBiUEyWAIUuBsSWGsNvGlhhgyOJKdiIiEg9et8SHQTlRAug0Crw4qTTkBDe2xIClk0pZXoqIiESF1y3xYZ1yogTy1XttszmRrcqAIYv1XiPhsUkkTjw20wuvW+LBOuVECaTT8GRGRET9B69b4sH0FSIiIiIigTEoJyIiIiISGINyIiIiIiKBMSgnIiIiIhIYg3IiIiIiIoExKCciIiIiEhiDciIiIiIigTEoJyIiIiISGINyIiIiIiKBsaMnpS1fa2GzzQmtOgOGzNTrapYOPyMREfUcrxPdl6zPjEE5paWTrR14dNNe7Kxt8j82tsSAFyeVoiBHLeDIEicdfkYiIuo5Xie6L5mfGdNXKO2YrI6QAwoAdtQ24bFNe2GyOgQaWeKkw89IREQ9x+tE9yX7M2NQTmmnyeIIOaB8dtQ2ocnS/09E6fAzEhFRz/E60X3J/swYlFPaMducUbe3xdjeH6TDz0hERD3H60T3JfszY045JUSiFz0kc+GJVpURdXt2jO39QTr8jERE/YnYFlRqVRnQKGSYUVGMssIc2F0eqDJk2NPQgjVV9bxOhJHsayuDcuq1RC96SPbCE0OWAmNLDNgR5hbU2BIDDFn9f9V5OvyMRET9hRgXVBqyFFgz7Ros31aLFdvq/I+XG/VYM+0aXifCSPa1lekr1CuJXvTQFwtPdBoFXpxUirElhqDHx5YYsHRSaUqUgkqHn5GIqD8Q84LKldvqsKuuOeixXXXNWPlxXYRXpLdkX1s5U069Es+ih+78kiZ6f5EU5KixfHIZmiwOtNmcyFZlwJCVWrVZ0+FnJCISu766rnVXk8WBnXXhx7VTwHGJXTKvrQzKqVcSveihLxee6DSpH6Cmw89IRCRmYl1QKdZx9QfJurYyfYV6JdGLHrhAkYiIUolYr2tiHVc6Y1BOveJb9BBOTxY9JHp/REREQhLrdU2s40pnDMqpVxK96IELFImIKJWI9bom1nGlM4nX6/UKPYhkMpvN0Ol0MJlM0Gq1Qg8nZfnqryZq0UOi90fiw2OTSJx4bCaHWK9rYh1XOuJCT0qIRC964AJFIiJKJWK9rol1XOlI9Okr3377Lf7jP/4Der0earUaI0eOxO7du4UeFhERERFRwoh6prylpQXl5eUYN24c/v73v2PgwIGora1Fbm6u0EOjfkBsLY2JiIjEhtdK8RB1UL506VIUFhZi7dq1/seKi4sFHBEJpbsnDTG2NCYiovQlxuCX10pxEfVCzyuvvBK33347Tpw4ge3bt+Oiiy7CrFmz8F//9V9x74MLVvq/7p40TFYH5mysDttBbWyJAcsnlwl+IiQem0RixWMz8cQY/PJaKT6izik/evQoXn/9dZSUlOCDDz7AT37yE8ybNw/r16+P+Bq73Q6z2Rz0h4RjsjpwpNGC6oYWHDlrgcnq6Pbru57IgM7WxI9t2ht2f/G0NKa+x2OTSJxS6djs7TUnWWPq7nWsL/BaKT6iTl/xeDwYM2YMXnjhBQBAWVkZ9u3bh9/85jeYOnVq2NcsWbIEzzzzTF8OkyJIxMxAPCeNrt/k2TpYnHhsEolTqhybYpyNBnp2HesLvFaKj6hnygcPHowrr7wy6LFhw4ahoaEh4msWLFgAk8nk/3P8+PFkD5PCSNTMQE9OGmwdLE48NonEKRWOTbHORgPiDX55rRQfUc+Ul5eX4/Dhw0GPffPNNxgyZEjE1yiVSiiVymQPjWJI1MxAT04avtbBOyLkybF1sDB4bBKJUyocm2KdjQbEG/zyWik+op4pf+SRR/D555/jhRdeQF1dHTZs2IA33ngDs2fPFnpoFEZgLp/d5cac8UZoFLKwz413ZsB30ggn0kmDrYOJiNKL2eaERiHDnPFGrJ46BqumXIU1067xX4eETMXoyXWsL/BaKT69qr6ye/duHDx4EEBnWsmYMWMSNjCfrVu3YsGCBaitrUVxcTHmz5/P6isiFC6Xr9yox/TyYszbWA2rwx30/I/m34TL8rLi3vdjm/YGfZv3nTQGR8kTZOtgceOxSSRO/fHYPHrWgqNN7Vi7qx676pr9j/uuQ5caMnHpwPiuOcnQ0+tYX+C1Ujx6FJSfOHECkydPxq5du5CTkwMAaG1txY033oi33noLF198caLH2WP98eTS30Qrq1Ru1KOsKBcrttX5H+tJqaVwJw0Aoqv5SvHjsUkkTv3x2DxjtmH+n74OCsh9Kox6vPKD0cjXqgQY2QViDX7FWD89XfUop/zBBx+E0+nEwYMHccUVVwAADh8+jOnTp+PBBx/E+++/n9BBkrhFy+XbVdeMGeUXGj719LaYThN8khDrKnsiIup7FpsrbEAOAFV1zbDYXMgX+PtF1+uYGPBaKi49Csq3b9+OTz/91B+QA8AVV1yB5cuXo7KyMmGDo/4h1spynToDW2bdmLCZgVir7NnwgIgovYi1womY8VoqPj0KygsLC+F0hv6Cu91uFBQU9HpQ1L/EWlmeq1HEnT8eDzGvsicior4n1gonYsZrqfj0qPrKSy+9hLlz52L37t3+x3bv3o2HHnoIL7/8csIGR/1DX68s54wIEREFEmuFEzHjtVR8ehSUT5s2DV9//TWuu+46f33T6667Dnv27MGMGTMwYMAA/x9KfX1dVokzIkREFIjl/bqP11Lx6VH6ymuvvZbgYVB/V5CjxvLJZX2yspwND4iIqKu+vA6lAl5LxadXdcr7g/5Y2oliE3PNV4oPj00iceKxmT54LRWXuGfKzWaz/+A0m81Rn8uDmJItkTMirNFKRETpqCBHjZe+Pwot7Q6YbS5o1XLkahSC13RPV3EH5bm5uTh16hTy8vKQk5MDiUQS8hyv1wuJRAK32x1mD6mNgV38EvVZJaLm66nWDnzyzVnkZSthd3nQYnXiH/XncPPlAzlLQETUz/Ba3D2nWzvwr3NWZCplcHu8cLm9qG9qh9fjxSBeA/tc3EH5tm3b/As3165di8LCQshksqDneDweNDQ0JHaE/QCL78cvEZ9Vok66JqsDx85ZsXXvyZC2zMWGTGgUMp7MiYj6CV6Lu8dkdcDicGP5ttqga2CFUY+n7x4Bk1X4kojp9iWrRznlMpnMP2seqLm5GXl5eaKaKU92bly0FvM9aSefyhLxWZ1s7cCjf9mLnXW9P+kea2rH41tqwnaBKzfq8cK9IzHEkNmtfVL8mLdKJE798djktbj7jje3Y8HmGlSFuQZWGPVYMnEkCvXCXQPT8UtWj0oi+tJUurJYLFCp0isPKZ7i+9Spt5+VyeoICch9r310016YrN37rNsdkdsy76prRrvD1a39ERGRMHgt7j6Lwx02IAeAqrpmWBzCTbDG6jba3et9f9Gtkojz588HAEgkEixcuBAajca/ze1244svvsDo0aMTOkCxS/Xi+5FuHfXklpKpI/pB1GJ1oLqhJeL+GtvsIQG5z87aJpwx20PGBCDiONtjnHBibe+uWJ9Zom/TpdttPyJKX/3hWiy2c7LFFn3iyWIXbmKqyeLAV8daMGe8EWWFObC7PFBlyLCnoQVrquoF7zZ6xmxLyuLYbgXl1dXVADpnymtqaqBQXPhAFAoFRo0ahZ/97Ge9HlR/ksrF9yPdOlp87wg8u/UAPjzYGPR4tFtKJ1s7YHN6or6fqcOJmet3R9xfa0f0k2qL1YF/f+NzAIBGIcOaaddg5ba6iKkuOero/zYZMilOtnYk5DZZrNtwib5Nl463/YgofYn9WizGc3KWKnoImKXsUSubhLDYnVg2uQxrd9VjxbY6/+PlRj2WTS5Du124L1kN59N+uubhvzBxJIp6me7TrfSVjz/+GB9//DGmTp2Kv//97/6/f/zxx/jggw/w29/+FiUlJb0aUH+Tqq19o906enxzDYYO1oY8HumWkm9fnx5tRrlRH/b9yo16VB9vjbq/TIUszCsvUAdsn1FRjOXbasOmuvj2m5etRGWEf7tKowGfHG5MyG2yWLfhzphtCb1Nl663/YgofakypKiIcH2pMOqhyuhRtm5CiPWcrJLH+Mzkwn1mOnUG1u6qD0kx3VXXjLW76qGNMamWLGfMtpCAHOhM93l8cw3OmG292n+PPvG1a9f2m8UfyZaqrX2j5edV1TWjrDAn5PFIeXu+fa2pqsf08uKQwLzcqMf08mKsqaqPur9MhTxqUB+orDAnYr64b786jQJLJ5WGBOaVRj2mV1yCN3YcTUguYqxcx5b2xOZCMreSiNJNm92FaRGuL9PKi9EmcCqGGM/Jdrcn6mdmd0e/u51MNpcn6povm0uYsbW0OyKOq6quGS3tvfu3FO7eRApJxda+sfLz7BEOiHB5e759WR1uzNtYjRkVxZhRXgy7y4OLc9X43wNnMG9jNaxhcrgD95ejycDc8Z13YrqWMJwzrgQfH76QThNpfF33W5CjxsI7r8Txc1bYXR4o5VJUH2/FnA0XxtPbXMRYn6U5Rl5fd9+/P+RWEhElksnqDLm++M7n8zZWY930awQbm1jPyW02V9TPbP2MawUZFwCYO6JfF2NtT5ZY1+tY22NhUJ4giWhkIyax8vOUEW5rhcvbC9yX1eEOyg9bPXVM0N+j7U+nUWDIAA3uLC0IOoE0ttlhc7rx2+1HY44v3H5lEok/lz3en6k7Yn2W2hh5fd19f7HnVhIRJZpWnRFyfQkk5HlPrOfkbJU8xmcmXIgY67oYa3uyJHtcwiUMkahFy5Wv6JL/7RMphz7avhrb7N3KyR+co8Z3RwzCJfpMFOhUuESfifFD87Dhi2NBM+3Vx1sjprp03W+y1gWYrA4cabTA7fVGzF0fW2JAbmZi3z9V1zkQEUWiU2dEzY/WCZSDDIj3nJyrUUT9zHIFnGjMzYwxtkyBPrMkj6tHzYP6k/7YBEEsTrZ24LFNe7EjTPWV57YewP91qb6ydFJpxNb0Dc3teLxLkwJfcwKZTBr2faLtL9ZY/dVXPq4LWe0ebr++1+8+1oIZFcX+nPnCXA3ytcpu3wUJXGmvUciwbHIZ1u2qD/r5A8cS6bPuzmcQ7udJ1P6SgccmkTj112PzWHM7nghznXl+4kgMEbAJDgCcau3AJ9+cRV620l/e74zZhnGXDxS0nb2YP7NIcUMiqpyIdVwMyikqX13VrrnykR6PtI+f/vmfGDpY66836stbO3zKjJe/PwoAep2TH25M3dmvyepAi9WJhVtqsLNL8NydslXhOstpFDLMqCjGjZfqocqQQacOHUt3PtN4xyHmdQ48NonEqT8fmydbO2DqcPrPezp1hijKwCayG3WinDHb8Phf92JYgS7k2nzwpAkv3FeakNrbvR2jvx64So7czMTUAxfruBiUU9IdabTgll9tj7j9o/k34bK8rD4cUXiJatPcX35eofHYJBInHpuJlahrS6IdOmXGd369M+L29x+qDCl/TMnFnHJKOrGuPO8qUWWr+svPS0REySfWkojJriRC3cfqK5R0fb3yvKetjBMVTIt1pT0REfU9sU7UaFVyf2pluFb2QlU4SWf8xCnpfCvPd0S4dZfIlee9aWWcqGC6L39eIiISN7FO1AzIVHSWJf64LqSV/eqpYzBAoAon6YzpK5R0fdX1tLetjBNVtipVu7wSEVH3ibUkolIuxaqP68K2sl/1yZGY/T4o8ThTTn3C1/W01epEu8OFdocbOeoMaBSyhL1HPHl70QJiXzAdqZRgd4LpVOzySkRE3ZfIa0siNVkcQZXGAu2M45pJicegPEX1NK86Wfs1WR04bbbhREsHJBKJP2dtzJDchJWESkTeXiKD6VTr8kpEJHa+kojmDid06gxoRVISUYwTNWLNdU9nDMpTUG/yqpOx33D1WcuNeiybXIZ5G6vx2Ka9CSkJlai8PQbTRET9z7HzTV12ibARDiC+a0uWMnoImBljOyUeE4ZSTG/zqhO9X//r6oJft6uuGWt31WNGRXG3S0L52tdXN7TgyFmL/73FmrdHRETJdbK1IyQgB4CqumY8sbkGJ1s7BBqZeClkUpRHaBlfbtRDIWOIGEmkOKS3+DUoxfQ2rzpSekpP9xvtdbvqmjGjvBhA/LfJYs3WizFvj4iIksvU4UR1QyvmjDeGLe9n6nCKIo1FTFo7HJh+/hoc+GWm3KjH9PJimDocAIS/wyA2ycpGABiUp5ze5IhF+0Wz2Hu231jjsbs8AOJLLYk1W798cpko8/aIiCi5LDYnlk0uw9pd9SHl/ZZNLkN7jGtYOspSZmDy777AjIpizCgvht3lgVIuRfXxVszbWI1351QIPUTRiScO6U28waA8xcSTVx1uNhxAxF+0RzftxbN3D8fmWTfC3OHCl8fOYU1VPawOd9B+ezIepVwad2pJvLP1YsvbIyKi5NJnKfHaR7Vhy/sBwHP3jBBiWKJmyFJgzJDcoC8xPkz5DK+32Qix9KuEoRdffBESiQQPP/yw0EMRrVh51aoMKeZsrMYtv9qOias+xS2vbMfcjdU4bbZF/EXbWduEo03tePl/D8Pp8eDASROWTS7zlzOMdvBGG0+5UY/GNnvcqSVcKU5EROE43Z6QgNxnV10znG5PH49I/NhTo/uSHYf0m5nyL7/8Er/97W9RWloq9FB6LJFlCiPty3eQPfX2Pgy/SIcKowEutxdZKjkyFTJ8UX8OB0+ZMWe8EWOKcqHTZEAuk6LV6sSaadf48+8ABLXezctWoqwoFxu+OIYrC3T+RZp7j7fil5M6/02ONFoijuexTXux+1iLf58AcHGuGjkaBfK1KpisjpAa5nnZyqDPR0xd0ZJVcpKIiLrPYnNFbRlvsbuEHiK+bbHCbHP5yzVmq+S4KFcj6Jh8a7G6lpEczPz7sJIdh/SLoNxisWDKlCn43e9+h8WLFws9nB5J5MKAWPsqyFHjqbuGY8Ff9+K1D2v9zyk36jFnnBEb/ut6vPp/hzG6MAcv/+/hkAUeKx+4Cl54sboqNDdvenkx5BIJVmyrw8I7rsR/VRSj3eHGnI3VUcezfHIZWqxOLNxSE7TPsSUGLL53BE6bbfh1l1uPlee/rfs+H7G0r0/mIg8iIuq+LJU8ak55rPJ/ySbWco0Nze1YEGZcL0wciSIRlJEUm2THIf0ifWX27Nm44447cOuttwo9lB5JZJnCePZlsjqw4K81IZ26dtU1Y8XHdfjqX+fwvasLsXZXfdj8u1OmDqypCr9t7a566DSd3wQtdhdsLk/cP9vCt/eFjGlHbROe2FyDukZLyPvt7LIPMdxqS1bJSSIi6jlNhiziNW3drnpoMhLXPbq7vm2xRi3X+G2LVZBxnTHbQgJy37ge31yDM2abIOMSs2THIaKfKX/rrbewZ88efPnll3E93263w263+/9uNpuTNbS4JXJhQDz7AhBSF9zHV4YwT6uMmH+Xr1WhKkpu3mMTJAA6S1A5Gi1x/WzRxr2zrhnTzpdlirYPQPiuaMle5JHKxHhsElFqHJsWhzviNa2qrhmWgMIEfc1sc0Udm9nmwkV9PCYAaGl3RB1XS7sD+VpVH49K/JIZh4g6KD9+/Dgeeugh/N///R9Uqvh+MZYsWYJnnnkmySPrnkQuDIhnX94Y+7C7PLDYIp+gfGUKI2mxOlFu1KP6eCuuHKyNOR4g/tKI0fbhI2R1FS427TkxHptElBrHprlDvOdmsY7NbIueZx9rezpLVhwi6vSVr776Co2Njbjqqqsgl8shl8uxfft2LFu2DHK5HG53aGC5YMECmEwm/5/jx48LMPJgiVwYEM++4ilDqFVH/j6mlEf/tZBLJZheXow1VfUxn+srwajOkGHVlKuwZto1mDPe6K/cEs979uUCzljEtNi0vxHjsUlEqXFsatXiPTeLdWxaVfR52VjbKfFEHZTfcsstqKmpwddff+3/M2bMGEyZMgVff/01ZLLQHDGlUgmtVhv0R2iJbP8ez74MWQpURitDaLajzeaM2F63sc0e8T0qjQZ0ONyYt7EaVocb1cdbI+4nsATjd369E7Pe3IMZ675EdUNLUEnFSqM+Yu6a2GqlJvLfMt2I8dgkotQ4NrMUMlREuBZVGPXIUgiXU65VyaOOTajgNzdTgUpj5Gt9biavZ31N1EF5dnY2RowYEfQnMzMTer0eI0b0n0YAiVwYEM++rA435owzhhxs5UY95o4vwWUDMzFnQzWmlxeHBNSVJQaMu3xg2PcoN+oxtfwSzD0fkAPAmqp6TC8vDvkSMLbEgBcmjsRT7+wPycH2LRidUVGMsSUGPD9xJIx5WWHHkuwFnCarA0caLahuaMGRs5aYCzXFsNiUiIiCyQAsvndkSPDrq3AiXEgOXJSrwfMTI49NqLKIEgBzxhtR2fXaa9RjzngjJIKMKr1JvF5vrBRkUbn55psxevRovPbaa3E932w2Q6fTwWQyCf7t31fbOhELAyLty2R1YM7Ganx1rAU/GntpZ51yjxcahQxyqQSaDBm+u7wKVoc7pKarUi7FpYZMFA/MCnmPTKUcu4+14LmtB4I6eQLAbcPysHjiSFhsrqDxNLc7MP6V7RF/hvcfqsRgnco/bl+dcqvDDV2YOuWJ1pvShon8t0xXYjo2ieiC/nhs1p5pw+w392Dlf1wFl9uLtg4nstUZkMskmP3HPVg55SqU5GcLMjaT1YElfz+ImZWXhoxt9c6jWDBhmCDXj8OnzTjZasMpUwfytSp/HHDGbMNgnRoFOSpcMah//Punin6XMPTJJ58IPYQeS+TCgEj7CqwO8tqHtUF1ygHgTz++3h9UWx3ukPa6f/rxDSgeGP49MpVy/H1IblB9zrElBjx7zwjka1XIDzh2TVYHmi3RZ51tTrd//329eDNWacPlk8uijkfIxaaUGEXFl+LkiRNxPbfg4ovRUH80ySMiop6y2F34ptGC2361I+z2dgGbBzVZHHjnn6dgyFb5J8EsDjf2NLTgnX+ewn9VXibI9cTrBX5fdTRsBZZyox4L77iyz8eU7vpdUE7RxaoOEmtBSbTctnjLAJ1s7cCjf9mLaeWX9GosycTShnTyxAl8b2XkOzmB/jL7piSPhoh6Q6vKiNrRU8jrjcXujNrYqN0uTPUVLxCxJOKuuuaYldwo8RiU9yPxtHbvWh1Eo5DhxzddiluG5kGZIYPD5cGff3w9tGoFLHYnGtvsUMo7T1wHT5qQqZChuqElaP9nzDa0WB1os7mQrZRDKulcTa7KkOG02YbDZyzQquXI1Sigkkvx6Ka9+KqhBdPKL8GbD14HU4cz6ORodbhRKfCiyP5a2jCe3wEionRjyFLgDzOuRe2ZtqDHL9Kp8YcZ1wp6vclRK/DmF8fw9N3D4XJ7Ye7oPH/LZRL8bscRzL65RJBxxbp7IOTdhXTFoLyfiDf/ObAFrEYhw8oHroJGIUWbzYUlfz+E6oZWLJtchte6tLSvMOqx+N6ReOD3X+B4SweAzlzxJ++8Ek9srglqJlRu1GN6eTE2fnEMk68b4q/E4tvHv5rasWxyGdZ06a7mmxXY8MUxPHnHlYIGk7FaLmcK3JI5nN7kwBMRpTqX24OtNadCrjtzBwoT9Pp4vB7MurkET2wJbWe/+N6R8Hij9wZJlkxl9OWvsbZT4om6+kq6iVQJpDut3QOrg/z4pkuhVkhx9Gw7Vnxc19nNs6I4bCviqrpmPLGlBveUXegrdsVgLR7vEpADF6qnDCvQ+auo+Pbx5JYarJxyVcR2x+s//RemXDck5s+cbAqZNGIpx3KjHgqZuA6N7vwOEBGlm3PtDryx8yjKinKxeuoYf1+MsqJcvLHjCM61C3eOlEuleHbr/pCxjS7KxXNb90MuFeZ6k6WIXqoxSyG+yalUx09cJKLNgtqc7m7lP/tyv8+1O3DSZEOeVuUPkMsKc0IWd/rsqmvGjIB29/E8d8W2uqDXVNU143GZNGKe2s7aJvzkpsugz1QIOvPb2uHA9PPj7jqrMr28GKYOB4DMpI6hO5gDT0QUmc3lxgPXDQmbtz29vBg2V+Qu1snW7ow+tnanMGOzuz2YVl4ckltebtRjWnkx7G5hZvDTmbimA9NUrFlQlyf6cotI+c+L3t4HU4czqIV9tHb2XbfH+9yuz2uL0VJYmdH5ayfkzG+WMgPzNlYHzVysnjoGZUW5mLexGplKcXXm7K858OmmqPhSyDMUcf0pKr5U6OESpQwJJBHv0K7dVQ+JkFW3vYg6NqFWVLbZXFGvgxYbc8r7GmfKRSDWLKgnRlAeblV5k8WBnXXNmBYwiw1Eb2ffdXu8z+36vFgthXPUCsFnfg1ZCowZkhv2ToAYO3N2XcDblZCVBegCVnQhEoaYK4mIdWxaVUbY0sg+vK70Pc6Ui0CsWVCrwx21tbtcKgnJybbYnZgz3gjd+SopG/7rOswZb8S+k6aIudSVRgNqvjVBo5BhzngjBmYrI7bgLTfqUX281f9fnwqjHuoMaUiHsMDxGrIUgs/89rfOnL4FvOGI8UsEEVFfEnMlEbGOjdcV8eFMuQjEmgXVqTPw4qRSPLZpb1DjnsoSA2aNM2LCsp3+Dp0L77wSVw/JQaYyA/9saAn6Blxh1GNGRTFKL8oBEJpDNmucEXsazmHlA1fhlKkD5ywOPHnnMCzeehA765qCnuurvjK9vBjzNlb7H59WXoyl7x/CT28fCg8OBb1HYMCrVUVPT+nNN/R4ywbGW3ddDHxfIrr+Doj1SwQRUV/KjtJjI57tySTWKie8rogPg3IRCCxj2JXv26pOowgKIH1t72es+9IfkPuaE3zb2oHqhpawFVYkEgl+9m9X4NHvDIXD5cFZix0KmRTVx1sxc/2X2PSTG2GyOvDe+bJSvmYMPxl3GTKkUmiUnbXO1QoZHrhuCGQSCV7+/igo5Z378JVH/PcxRSgrysWM8mLYXR5cotfgohy1/yCP9jP3poZ518Wjvi8qVxXlwOpwhwTp/akzZ3/6EkFE1JcUcikqSwxh0yIrSwxQxEjHTCZflZOulcwA4aucFOSo8dL3R6Gl3QGzzeXvOZKvVQk2pnTGoFwE4v226gsgTVYHTpls0KkzsOKBq7CnoQVy6YVFLr6qKOHsrG3CtBsvwcz1u8Nub7O5sPx8+UQA/nyzFdvqUG7U49HvDMWr//cNHr61JOI+AMDqDM5T+2j+TUHBo+9n7rrYs9yox6ybjTB3OKMGm+FmwwGEBOS+LyoL/loT9Ln219re/elLBBFRX5F6gafuuhJPv7M/KPitMOrx1F1XQipgUrnNFb3KiS1GUYVkOtXagU++OYu8bCXsLg8sdheqG1px8+UDMbgfXiP7OwblItGtFvZdAtlKowGP3zEMr31YC6B7FVa6ylLKoy5IkUiApZNKYXVEL+EUuPgzUm6aXCrBhBGDMO3GS2B3efyz7TPXf4mrinLwyg9Gh/22HqmU4rP3jMBXx1r8j0Wqye6r8LJ8chkDXCKiFOAG8MLfDmJ0US6mn79D67umvPC3g3jyjisFG1trhxPzNlZjRkWx/+5x4N3lP8y4VpBxmawOHDtnxda9J0O+LBQbMqFRyHiN7GMMykUk1iyoyerAorf3YVRhjj+QVWXIsPdEK0xWBx6+tQSVJQZ4PMB78yqglEthd3rw4aEz+O32o/5AunCAGmumXYOab1vh9QIjL9LB7vIgV5OBTIUMv/3Pq6GSy+DyeCCTSiCTSqDPVHSWlJJ44XB7kK2SR0w/CVz8GS037Vy7A49v3hfyuEYhw+ii3M46660dyFLKoZBJ0drhQI5GgSc37wvKcQc6A+2Fb+/DjIoLdwmi1VnvbYUX30y9xe5EjkYBx/kZhq7pMfHmtxMRUc91ON2oPWPBw7deDrlMirbzrewHZivxdvW36BCoFjgAZCpk0ChkKCvMQZ5WCYvNjWyVHGWFOdCc3yaEVqsTb+w4EpRqqsqQYU9DC97YcQRP3Tlc8OtVul1DGZT3I83tDtx/bVFIA4Jbh+bhnlEF+Opf5/yz5UBncDxnnBHXFw9A6UU5mL1hD8qKcvDB/jNYU1XfWZf047qQ18ysKIbH68XaXfVBtwF9Czw3fHEMPx57GRbfOyKk42eFUY/nJ45EW4cDE0dfFDXn2RymBmpgykm4JgvN7c6QgNzHl5rjE+uOQU8rvPhm6r861oJlk8vwyw8OhyxofXFSKSQAfiFQcyQionTicrnxh5nX4skt+0Ja2f9h5rUwC9j1ODNDhrd+dAOeeid0bG/96AZkCFRCvcPlitrUqMMlbJ1yIRsMCoUlEfsRl8cbNh1jaIEWi97eh51hGhOs+LgOR86245SpA0/eMQzTy4uxpqq+c0b547qwr1lbVY9Tpo6QRSm+RgejCnNw5KwFLVYn5owrwda5Fdg860asO982+KX3D2GgtvOAOdrUHlSqMZA2zGr4SCknvveWS+M/e8Wqs96TCi+BjZ5ipcd88s1ZwZojERGlkwGZypCAHOgscLBwyz4MyFQKNDJAKpWEBORA59iefmcfpN24riWSmBsuxWqqmKrXUAbl/YjH4w2b711WmBMSXPvsqmtGvlaFfK0Kl+dn+6ujlBXmRMwd33n+NeFUN7RiwvDBeK/mFO5ZuQv3/+5z3Lm8Ci//72G4vF689Y8G3HvVxfjZn77GLb/ajomrPsUtr2zH3I3VONnaEbSv3EwFKrrUM482rl11zcjNjB5IX5yr9tdd9dVRD6enNVgDmx5FG+uO2ibkZYe/CPhSZ4iIKDEsDnfE83FVXTMsMdZBJZNYx+bxRm9qFKNvYVLF02AwFTEo70esjvC3kuJZ2Gl3edDYZvfnlfd0MeiMimI8t3V/xG/WSyeVYu2u+pAvCeG+3eZrVXhh4sigwDzWuFxub9RAe5BWheWTy/DR/Jvwb8Py8Py9IxPaICiw6VFvFtQmuzkSEVE6aesQtiFdNGaRjs0SJoW0O9uTSegGg0JhTnk/YbI6oFHIsWrKVf6FGGuq6mF1uGOmaYTb3pPXANEXT+6qa8ZjE4ZGnT3uuriySJ+JV34w2l8jNVaDB5PVienlxf738wlXPtInkbW9Axs99fQzBNi+mIgokbLV0c+pQp5ztSIdW1aM622s7ckUq6liql5DOVPeD5xq7cDf9p3GtwHpHwU6FVY+cBU0Chmqj7dGbGtfbtTjjNmGRrPNXxEFiJ7aUXn+NT1hsUW/DRfu222+VoWhg7W4tngACnSqiG1/y4167G5owbyN1biztAD/98hYbJl1Iz6afxOWTy6LWFNVp1HgsrwsjC7KxWV5Wb1auR3YljhWekxjmz3iNrYvJiJKHJVcGpIO6VNh1EMlYPMgnToj6th0MYL2ZBHzZxZ4re0qla+hDMpFLrCO6Mz1uzHrzT2Yse5LvFdzCqoMKX5806U4dNKMp+4egUpj8C9wZ/WVEhjzsnDtpQNw4KTJv21NVT3mji8JeU2l0YDpFcUYrFOHBJzlRj0uirHiOdzizUCxvt36mgp1PRh9q8HXVNVjzJBc3Hz5QJTkZyck0O6OwPGtqarH9PLikM/JN2t/8+UDE5o6Q0RE4bm8Hiy8c3hIkFlh1GPRXcPh8grXoKcgR43nu6RqAheqlQlZSSTaZyakSLFAql9DJV6vV8BU/uQzm83Q6XQwmUzQarVCD6fbjjW14/EtNWFTQsqNeiy+ZwQ0SjkcDjecXi8cLg/a7C5oFDKo5TJIJcA//nUOv/zgMO6/tghlhTn+xgXnLHZcf6ke7Q53Z41tVQY8Xi/ue/1TAJ3544HPrz7eirtKB2PxewcjtjJeGqYzqc/YEkPcDXt8tUnbbE5knq9TbupwIFMpjtbyvvG1253QqRVwuD1ot7tC0mMCf47eps6kGqGPTXmGAt9buT2u5/5l9k1wOWMvLErGPon6mtDHZk8ca2rH0vcPYtLVhf5a4FkqGRrNdmz66jge/c4wDDFkCjI2k9WBxzfX4L6rLg4Z2+Y9J/D8xJGCXBdMVgee2FyDiSIbV9cxptM1lDnlAom3IH67wxV1dXSH043igVkR3+fQKTN+samzxXy4XPC/P1SJYYMvnHQPnDT5F4OGe/4dIweFDbx9314H56jxYpTt8R5Mgc/zfUZD9JmiORjjbXcf7/OIiKjnrE4X7ru6EGu6lPjz3WW1OoVbtNhkceC9mtN4r+Z02O2P3HaFINcJnUaBx++4stfX62RKt2sog3IBxFsQ32R1xGxnH2t7uAY9gUwdTpisFxZfZirkKDfqI87MazLkKMhRR108mamQ4bl7RqDd4YLV4YZOnYG8bGW3Dqx0bBpAREQ90253i7KVPQCYOqLfETPFqM6STLGu59S3GJT3sXAF8TUKGUoLc/CvpnacNnUgR6OAUibFjtomjC7Kibq/TKUcx5rbkaPOCDqITFYHzpjtkAB4d045AAm2HT6D324/GhTIZypl+La1A03tDhgyFcjRZGDu+BIACJltmDu+BDmazpzwSN9eowXTOk3PPyPgQlnFeFNg+rt0ay9MRNRTWSo5rA53xOpgQlYS0Siiv7dGIeujkUTnBSBgvyACg/I+17Ugfri28o/cVoJrLxmArTUncabNhkqjIWxr+UqjAQ6XB4vfO4C540swZIAGg3PUnYHxX/4ZVCu8c9GnEaUX5WD2hj2wOtyoMOrRaLYjQy7FD1f/wx88XzJAgztLCzCz4lLIZRLkajLg9QLqjOgnjkQF0/E0DUj14JR3CoiI4qeUS1FZYoi43ilWCdtkkkklUa/jMoE6egKd1d0++eYs8rKVsLs8aLE68Y/6c7j58oERK5pR8jAo72NdC+KHa9U+7oo8LH3/EHbVNePa4gGYNe4yeOANmbmeNc4ImfTCjPadpQUYPzQPj/5lb0jzHt9z7hg5GDMqivF1QwsW3TUcD/zuc6ydfg2A4OD5uyMGocXqxMItNUH7ihYYJiqYTtemAT68U0BE1D1yiQSzbr4MHm+Ya+XNRsglwgW+Spk06nVcKRPmC0Ngdbeu4yo2ZEKjkPFa08cYlPexrgXxIzXj8R0gIwp0mLl+d9g8uZnrv/Tnye2qa8aM8mK0tDvCfhsPfE5ZUS7KCnPwwO8+xxWDsuFyXyjA4wueDVkKLHx7X8TOnOECw0QF0+naNMCHdwqIiLrH4nBHvVZu+smNgo3N7vZEHdvbs8sFGVer1Ynl22rDdugGgBfuFb76SrphUN7HfAXxfSudA1uxaxQyzKgohs154TG7yxM1T+6sxR703FgLO+0uD1qtTsxcv9u/Kl0hlwR1Cm23dwbP3Q0MExVMd/2MAqVy0wCfdL9TQETUXeYOZ9RrpZDnTYvdFXVs7XZhKsPEqu7W7hCuYk26YvOgPta1IL4vz82XW17d0ILA9LJYeXCKgNteSrk0ZvMepVyKHE0GVk8dg7KiXGz84hj+vu+MvylRdUMLtGoFLPbuB4aJ6sCVrk0DfNL9TgERUXeJtZU9IN5zenuM6m2xtlPicaZcAIEliDxeLypLDBhVmIO1u+pR3dAKs82JDQ9eB5PNiXytCksmjsRz7x0IKX9YbtSj+nir//8b2+wYOig74mKXcqMejWYbBmYrMXP9blQY9ZhWXox5G6v9z9lV14xFb+/Dc/eM8M/c+xoI+WbS11TVhz2J+ILpRNQ8TecyTel+p4CIqLuyVXJUGPWoCjPzW2HUI1vA6itZMcYmVGWYWJ+JkJ9ZuuInLpDAkoJLJ5XiX03tWFNVj2WTy7C6KnjhZ6XRgNVTx2Dm+t3+wNyXejJvY/X5yiolsDndeOG9g3j27uFY9Pb+oNzywOfIpMDfHqrE32pOYd7G6pBgf0dtE5weD9ZMuwbLt9UG3XIrN+qxZto1QYFh19J9L31/FNrtLpg7ehdMp1vTAJ9EfrkhIkoHLpcLi+8diSe31AQFv75W9i6XcKkYVrsLi+4ajq/+dQ55WpV/kuuMqQNjigfAKlD6ikwSoyqMgItj0xWDchEoyFHjtKkjbCUWAOcPGC/e+tH1ONHSgRx1Bi7OVeOM2Ya3fnQ9AODjw43+GuTfH1OIqy/JxUO3lsDl8fproPqe8/L3R0EiCd+x08frBVZuqwu7AEQqkWDF5DIA0Uv3XRql0yhFl853CoiIuksqleGZd/djdFEupndZTPnsu/vx1F3DBRuby+tFS7sD79WcCvrCUGnU49KBWdALdPdTJpVgesUlALxBRR0qjXpMr7hE0FKN6YpBuUjo1IqIlVgAYGddM6a12THrzT0AgPcfqsT3f/t52Oe6vV689mEtXvuwNuz2eOq1uj3eiFVcdp5f6AmApfuSKF3vFPRGUfGlOHniRFzPdbuZL0mUKtodbnx06Cw+OnQ27Paf3S7c8S6XSLAsTJWTnXXN8ABYfM8IQcalz1Rgyd8OYlRRLqZ1+SKz8YsGvPz9UYKMK52JPihfsmQJ/vrXv+LQoUNQq9W48cYbsXTpUlxxxRVCDy2hDFkK/Ku5PepzAiu1dK2y4sv/vqooF5oMGTb+13XYdaQZa6rqg9JTKrrkoYdbeT22xABrjFXXvoWe4XLXfR1KT5lsONrU3qtulOxqSd1x8sQJfG/l9rie+z//T5gyZESUeOYYreqFrL7S4XRHrXLS4RTmC4NOo8Az94zAY5v2Bk0IMlVSOKIPyrdv347Zs2fjmmuugcvlwuOPP45/+7d/w4EDB5CZmSn08IKECyABhH3sjNkOU4cTmUoZVHIZpBLgotzo3bMCZ7izVXJs/9nN6HC5YbG5oM9UYNHb+4IOrMoSA96ZUwG70wWPV4JDp80ov1QPp9eLdrsLN18+EHPGefzBOwAsvPNKXFWUA7fHG/L+gbJVGbDYnZgz3hi0EPTgKRNuunwgTB0uHG1qhypDho8ONeLQKTOevONK5Goywh7o4T47q8ONX4RJjVk6qRQahQyNbXa0djiRqZAhUylHjjr8vomIKLVp1RkozFVj5ZSrIJdJ0dbReS1xuj2Y/eYeQauvtDvcMGQpsHRSKfK0SlhsbmSr5DhjtuHRTXtD1nX1pYIcNV64byTabJ3rwHTqDGSp5KLp5pluE3OiD8rff//9oL+vW7cOeXl5+OqrrzB27FiBRhUqXG51ZYkBs8cZMWPdl7A63NAoZFg3/Vos/+iboPytzkWYRuRqFBEXXQRWWqkw6uFye/DsB4cw+boh2H/ShH/Unwu9NVbbhKfe2YeyolxUN7TgoVtK4PJ68eSWfSHj3Dq3AjKJBE9u2YcFf63BnPHGqDPphiwFZFIJqhtaQr4IXFWUi//6Q+ii1Ge37sdtVw7CTZcPDOoIGikvfdY4I7461hL03ruPtaDhnBUrttWFLGSdO74EQwZoRHMyISKivpGjkOG/Z16LJ7bsC7puVRj1+O+Z10Ip4KLFXE0G3nzwejy7dX/I2N588HoI1NATAHCsuR2Pb64JGdfzE0diiF7Yic9oa9bCdRVPBf2uTrnJZAIADBgwQOCRXBCuLbpGIcOows4Z59/8x9WdlUwml4UE5EDn7asVH9dh74lWLPjuUFQa9UHbfUHtmqp6lJ8vY/jrD7/BsAId1u6qx7gr8qLeGisrzMGuumbUNVrwxOaakJSTnbVNePqd/fj0aLM/0F1TVY/p5cUo7zIW30w1ACzscvLz7WvFx3WYUVEcNIa1u+pxZYEOedlKPLZpL0xWR8TPDujMS1++rTZoPwAwo6IYy7fVhnxx2VXXjOXbavHJN2f9+yZKFI8XkGcoYv5hnjqlA5PVgSONFlQ3tODIWYsozrkuICQgB4CqumY8uWUfhGyDo5RJQwJyoHNsz23dD6VAUfm3LdaQgNw3ric21+DbFqsg4wKixwaBMUSqEf1MeSCPx4OHH34Y5eXlGDEi/MIIu90Ou/1Cl0uz2Zz0cXVti+5rBLR2V33QLPKbD14XEpD77KprxozyYjSa7fj5d4biFxLAandDJpVAIZfilMmG5ZPLUH281V/GcPJ1Q6JWUPHx5aLna1UR339HbROm3niJ/+9WhxvzNlb72wJnKuVot7tgHJiFwTlqHGm0RFwI6vtZwj1md3mCOoJGaykfbj/RFsP6ns829OIkxLGZKF6PC9/7za6Yz2OeOvVH3Tk2xTp7aXFEztuuqmuGRcAUEbGOzWyL3NGzqq4ZZpsLF/XxmHyixQaRuoqngn4VlM+ePRv79u1DVVVVxOcsWbIEzzzzTB+OKrQteqTShqYYC1F8wbO1pcP/mK/aStTnxzigfbnogQtFo+3PJ7At8KopV2HWm3uwZdaNGILMmK3gw72Xb2U3cGHRTXf3E8/PwDb04iTEsUlEscV7bMaavRSy4paYF3q2iXRsYv7MYsUGqXqd7zdB+Zw5c7B161bs2LEDF198ccTnLViwAPPnz/f/3Ww2o7CwMKlj69pCN9JsbqxShPGUKgz3fLlUEjH/OzAXXZMhC1mY6evQaXW4o76/b5tvsUystsHh9qVTZ+Czo8292k88nyHb0IuTEMcmEcUW77Ep5tlLrTqj212o+0q2Ovp7CzU2rUjHBcSODVL1Oi/6oNzr9WLu3LnYvHkzPvnkExQXF0d9vlKphFKp7KPRderaFj3SbG718daowfMZsw0SSOCFFydNNlykU0d8fuX5YLvcqEdVXROmn0/zCHxuYNdPjUKGPK0yZGFmuVGPZZPL8D//aEBjmz3kfXzPqT7eGtTiPVor+MAvAj6+Nsdrqurj3k9liSFkTI1tdlSWGMJeGMqNejS22TFmSG7Yn4OEJcSxSUSxxXtsmjqi5/HGuhucTFqFDKunjsGKj+tCrnGrp46B9nwTPSHo1BmoMOqDGgf5VBj10MUIjpNFq5JHHZdWJVyIGC02CIwhUo3oF3rOnj0bf/zjH7FhwwZkZ2fj9OnTOH36NDo6OmK/uI/42qKPLTEAiDyb61s8WXn+eT6d1VdKYByYhYtz1RisU+PgSRMuzlVj7viSkMWWlUYDplcU4+BJE6aXF+ONHUcxb2M17hxZgPcfrsSffnw9Njx4HcqKcv3550/eMQxL/nYwbIfOdbvq8fTdw3Hz5QP9P0Pg2KaXF+PwKXNQ3dKuP7N/bCUGzB1f4i+x6Bvvz28fihnrvsSYIblx7WdsiQG/nFSK744YhI/m34Qts27ER/NvwndHDMLSSaVhP8O540sw7vKBKZlnRkQkNI0iepCmETDwlcKLVR+H70K96pMjkCJ6md9kKshR4/mJI1HR5Vruq3IiVC7+RbmaqOO6KFcjyLiA6LFBKtdQl3i9XuF+U+MgiVDGaO3atZg2bVrM15vNZuh0OphMJmi12gSPLpivnqbH68WzWw+Enc0dP3Qg/uP6IchRK+DyeIPqlMulEnS43HB7AJPVCa1aDmWGFFJIYHW6YbW7ka2WQwLA4/FCo5Cjw+VGW4cLWSo5FDIJvm2xoXBA5wFuc3lgsbmgUcogk0rwndd2Rhz7R/NvwmV5Wf6fwdThhEbR+TqZVAJ9hNqgvucHtoIH4H8sUymHQiaFqcOBTGXkVvHh9hPtoDNZHWhss/vHmamQIydCDXQSp2Qcm/IMRbeaB/17HIs3u/Pc7uzzL7NvgssZXwWB7nQqLbj4YjTUH43ruUThRDo2vznThmfeDa0iAnROjDx913CU5Gf35VD9Dp4yY8KvI1/j/v5QJYYNTm4MEM23ze0wO1zwQoK2Diey1RmQwAutQo6LBC49+G2LFWaby3/91arkggbkgbobG/R3/SJ9pb8IbIu+dFIpHtu0N+jWS7lRjweuG4Jf/GUvXpxUGrIYtLLEgFk3X4aZ64NrfP/89qH47fY6XJaX3SVX7jQOnzLjqbuGY8Ff9wZVVqksMWDJxJH+k1B1Q3C97658iya629o90vNDH4t+0knU+xKlou50Kv3L7JuSPBpKV3KpJGqqpEwqXC1wiz160cNY25PpjNmGX4QpPQh0zkq/8oPRyNeqBBhZp4tyNYJVWYkl3a71og/K+6uCHDWWTy7zf8NTyKX4277T/jKD4aqz7KxtgsfrxYyKYn9O3K66ZqjltZhzSwle+uBQSK7c9PJinGixhpQ63FnbhMf+uhdLJ5XiolxN2i6aIBIrX+3zeLD+OYmBPlOBJX87iLKiXH+JW6VciurjrfiffzTg5e+PEmxs2cro4Uys7cnU0u6IWnqwpd0haFBO4sGgPEl86RW+NvBSqcQfUPuqswSuFHe4PcjLViFDJoHN4cZVRbn+VeNDC7R45YNDYXPlAOBn/3YFAIRdeW7qcCJL6Yi5aEJ+vjtnX7axTbf2uUSB4q19DrD+OYmDTqPAM/eMwGOb9gZNEIkhz1etkEVdtKgWMN/dbIs+Sx9rO6UPBuUJZLI60Gp1wuJwwWJzQS6TYlddE97YcRRP3jEMlUYDdtY1we7yRGwwFFgxpawoB8sml0EqkURtmPPYBEnE/VUa9Xju3pG4xJCJF8Ok1FSeb2c/YdlOf8pMXzSCEGsDCiIiiqzrXWCx5Pl2OF1YeOdwPLd1f1BgXmHUY9Fdw9HhFC7wjVXFRMgqJyQu/E1IkFOtHTh2zorl22qD88SNBqx4oAy/+EtnYwXAC6VcGjGFxff3wBSWH4+9LOp7t1idkVNi6pqx8O19WDG5LORkmqmUY/exFsxY92VQA6JkN4IQcwMKEqd4FzoyzYMo+cSY5yuBBEvfP4jRRbmY3iW15sW/H8Sj3xkq2NhyMxVRZ/FzM8X1WZJwGJQngMnqwCffnMXWvSfDBMVNALy4/9oizFy/G2/96HpkKeVQZ8hitov3/f/jE4ZFff8MqSRq+/mdAU0dAk+mR89a8G1rB5ZPLgtptJDMRhBibkBB4hTvQkemecSPFV0olXi8wLZDZ7Ht0Nmw239+u3BBeb5WhSUTR6Kqrgl5WpX/envG1IEKo4H55OTHoDwBmiwO5GUrIy7k2FnXjGnlxbA63DjR0gF9pgLSCKUefQIbEEmjdOwcW2JAYa4Gh8+0Rd1fuJa0XiBiM6F5G6uT1sY2XdvnEokJK7pQKolVXaVdwOorACCTSfG3mtPnJ+o6VZYYcNMVeQKOisSGQXkCmG3OiF08fXzbMxVy6LMU6HB6sGrKVSGt7n0CGxA1mu1hy1D5FtcMzlGj3RH9hNO1uorJ6sDTb++Lmj6TrIosrARDRESJpFHIwhY78F1fhVzo6U/ZrAu+Q7yTKZvUBYPyBPj/7d17eFTVuT/w72Tu94QZwqUEjE7kGjAKCiahiLYWi1ageurhHLkde1oBofw8RVRQW+Rij23xUlqtiD1HvFQEbavHalUkVBE0CBREYsHEEsCkyUwmydzn90eYYS57bslM9p7k+3meeR5m77XXevfaa828GfasMWmU+Gd78h8BUSsKcPWogRg+QIs1rxyOWsIw8tPpDo8/6mfqK20W7Pvin9hScwILq0qxeJoNGqUcZm30l2sGmzQZ/SRtk9MTt4xiyJ66ZiyeZsvZz9j215/PJSKi3NAr5Xhq3kQ89k5d3P/+PjVvIvRK8ZJy3rJJ6RL+PXjKiNWgwtk2Nypjfqo2pNpmwRmHC8uuuRirYxJyoCsJfnpPV9IdWn1lS80JVEX8u8Pjx8GGVpRa9bh0RBEuKjZETeJMf5I21S0kamVBzl4kevvnc+0dHnx+1ona+hZ8/pUT9o70fkWRiIjyg7JAhqd2/x0Vw4vw1LyJ+NXcS7Fl/qSu57tPQCniDxvxlk1KFz8pzwKzToVpFw9EqbXrVytjf6VzzcwxeO1wI5qcHsFvX4eOuffbYzDrkq/B3unBy7dfCY2iAG5fAP+76Iq4T8aFZLJUVapbSAq1uf2rvbeW1eLSi0REfV+b14/vXTEi4TLDbV7xVmbiLZuULiblWTKkUAudSo51N5bD6fGhzeWDokCGmromfOfxPejw+PGruZcmreNEUztuf/Zj7Lz9SowabAIQ/QM7OPeHfrLENd2lqqRwC0mul9Xi0otERP1EEEmXGV797TFiRAVAGu+3lB+YlGdRKMn8/KwT336iJm5/5Jc3hYT2h/5qzuWnvKFbSGJ/TEgKv8yWLbyPj4iofwgCCVdA21PXjGDvhhOlP7zfUnYwKUdmP/eeqGzk9gF64b+KaxtaE/6AQOjLnaG/mu0dHuz67CvMv/IC3HL58KhvkWf6KW+imKX6y2zZwvv4iIiy74zDhZZ2DxwuH0xaBYp0KtHX2k615GGHyEsi9vX3W8qOfp+UZ/JptFDZb4wuxuqZY3DPzsPh7TqVHFvmT0IQiCp7rNGBtTeWd33ZM2J76J63Fz6sD//VfLKpPe7HiCJXaUn3U95U5yfFX2bLFt7HR0SUXfXN7Vi141DUe1OVzYJ1s8ox3KIXLS5Dip+q10vgp+z78vstZYf4o1REmdxznKjsyCGmuBeoDo8fC7fuw+qZY7Bm5hi0u31RfxU/du6vZXunFzqVHPICGeQFMvz3TRPCn7qv3nko6Rri6XzK29/vqeZ9fERE2XPG4Yp7vwOAmrpm3L3jEB6++RLRPjFXywuS/pS9Ws7F5kj6+vUoTeee41RlK0oKBe9j6/D4serlQyiQyXDJ8OglDM06FS4qNuDSEUUYNcSEskFGXDjw/P5Ua4hXlBSm9SlvJufXF/X20otERH1ZS7sn4X3bNXXNaEnxex255PYHML+yNG5p4kqbBfMrS+H2J/+BPyIp6NeflGdyz3Gisql+ybM79y2nigtAWp/y8p5q3sdHRJQtDlfy+7JT7c+ltk4f7niuFgurSrGwshRuXwBqRQFqG1pxx3O1eGbB5aLFRpSufp2UZ3LPcaKyqVZU6c59y6niGlakTSup5D3VXXgfHxFRz5lS3Jedan8uGTQKdHj8UWuUx+4nkrp+fftK6J5jIbH3HCcqG1pRJZ06shXX4DTv2cvk/IiIiJIp0qsSvt9V2Swo0ov3nmLWKpPGZtb2jw+hKL/166Q8k3uOE5U91ujAulnlWb1vOVv3QvOeaiIiypZBJg3WzSqPS35Dq6+IuSzi0EItHkwQ24OzyvkLzpQX+v3/52Ryz3Gystm+bzlb90Lznmqi/iUQBBTK1PPb70//Z8fTrRMAhg4bhvoTf0+r7PDSC3Hqyy+zWifl1nCLHg/ffMn5dco1ChTpxV+nHABGWPR46LsTYO/0ht/vzFolE3LKG/0+KQcyu+c4Udlc3LecrTp5TzVR/xEM+PDdX+9JWe6FH1RmvU4AeGnx19Ou99SXX+K7j+/Kap2Ue4NMGkkk4UKGFmqZhFPe6te3rxARERERSQGTciIiIiIikfH2FSIiyppM7j/P5L72dKV7nzqQm3vVM2lfViBHMJBeH/C+eqK+r88n5cFgEADgcDhEjoSo7zAajZDJZD2qI9O56fell7ykWy5XZcVuP5OyuagzGPBh1mPvpVX2pSVT06433XFy6ssvMWvT22mV3bFsetbfGzJp/6UlU/HdNPsq3VjFmJtElFo6c1MWDM2+PurLL79ESUmJ2GEQ9Sl2ux0mk6lHdXBuEmUf5yaRNKUzN/t8Uh4IBHDq1KmsfHrQnzgcDpSUlKChoaHHL/D9VV/uw2zMJzHnZj5dG8aaG3011nyfm9mQT9dWKthnmcu0z9KZT33+9pWCggIMGzZM7DDylslk4gTtIfahMCnMzXy6Now1NxhrPCnMzWzIp2srFeyzzGWzz7j6ChERERGRyJiUExERERGJjEk5CVKr1bjvvvugVqvFDiVvsQ+lK5+uDWPNDcbad7G/Msc+y1wu+qzPf9GTiIiIiEjq+Ek5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiazPJ+XBYBAOhwP8PiuRtHBuEkkT5yaROPp8Ut7W1gaz2Yy2tjaxQyGiCJybRNLEuUkkjj6flBMRERERSR2TciIiIiIikTEpJyIiIiISGZNyIiIiIiKRKcQOIJV//OMfWLlyJV5//XV0dHTAZrPh6aefxsSJE8UOjbLI3uFBk9MDh8sLk1YJq14Fs07V47LZajMf9fXz64+ycU3POFxoaffA4fLBpFWgSKfCIJMmRxGnh2OViEjiSXlLSwsqKytx1VVX4fXXX8fAgQNx/PhxFBUViR0aZdGp1k6s3H4Qu483hbdNLbNiw5zxGFqo7XbZbLWZj/r6+fVH2bim9c3tWLXjEPbUNYe3VdksWDerHMMt+qzHnA6OVSKiLrKghBciveuuu7Bnzx7s3r2723U4HA6YzWbY7XaYTKYsRkfZYO/wYMlztVFvyCFTy6x49JaK8CdmmZTNVpv5KF/Oj3Mzfdm4pmccLqx48UBUQh5SZbPg4Zsv6fVPzPNlrPY3nJtE4pD0PeWvvvoqJk6ciJtuugnFxcWoqKjAk08+mfQYt9sNh8MR9SDpanJ6BN+QAeC9401ocnq6VTZbbeYjqZ4f52b3ZeOatrR7BBNyAKipa0ZLe++PC6mO1f6Gc5NIGiSdlP/973/H5s2bUVZWhjfeeAM//OEPcccdd+CZZ55JeMz69ethNpvDj5KSkl6MmDLlcHmT7m+L2J9J2Wy1mY+ken6cm92XjWvqcPl6tD8XpDpW+5u+NDfdbjecTmfaD7fbLXbIRGGSTsoDgQAuvfRSrFu3DhUVFfj+97+P2267Db/+9a8THrNq1SrY7fbwo6GhoRcjpkyZNMqk+40R+zMpm60285FUz49zs/uycU1NmuRfIUq1PxekOlb7m74yN91uN0pGXACj0Zj2o2TEBUzMSTIk/UXPIUOGYMyYMVHbRo8eje3btyc8Rq1WQ61W5zo0yhKrQYWpZVa8l+CeUqtB1a2y2WozH0n1/Dg3uy8b17RIr0KVzYKaBPeUF+l7f1xIdaz2N31lbnq9Xnx15jRueOgPUKhTf0nY5+7Eqz++Hl6vt0+cP+U/SX9SXllZiWPHjkVt++yzzzBixAiRIqJsM+tU2DBnPKaWWaO2Ty2zYuOc8VFf8sqkbLbazEd9/fz6o2xc00EmDdbNKkeVzRK1PbT6ihjLInKsUi4o1FooNbqUj3QSd6LeJOnVV/bt24crr7wSDzzwAG6++WZ8+OGHuO222/DEE09g7ty5adXBb5Hnh9A6xW0uL4waJayG1OuUp1M2W23mI6mfH+dm5rJxTaPWKdcoUKSXzjrlUh2r/U2+zk2n0wmj0YjZm96CUqNLWd7r6sDLy65BW1sbDAZDL0RIlJykb1+ZNGkSduzYgVWrVuEnP/kJSktL8ctf/jLthJzyh1mX/ptwJmV7ox6p6uvn1x9l45oOMmlET8JjcawSEUk8KQeAmTNnYubMmWKHQURERESUM5K+p5yIiIiIqD9gUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiU4gdQCr3338/HnjggahtI0eOxKeffipSRP2LvcODJqcHDpcXJq0SVr0KZp1K1HbtHR40t3vgCwQRCAbR4fbBrFP1WmzdJVZfUrRcXId8urZnHC60tHvgcPlg1iqgVhTA3umFQSPtuImI+jrJJ+UAMHbsWLz11lvh5wpFXoSd9061dmLl9oPYfbwpvG1qmRUb5ozH0EKtKO3KAKx+5TC+d/lwPL3nBPbUNfdqbN0lVl9StFxch3y6tvXN7Vi141DUvKm0WbCgshS3PLkXE0cUSTJuIqL+IC9uX1EoFBg8eHD4YbVaxQ6pz7N3eOISDQB473gT7tp+EPYOjyjtvvvZVxg1xBSXkPdGbN0lVl9StFxch3y6tmccrriEHAD21DXj6T0nsLCqVJJxExH1F3mRlB8/fhxDhw7FhRdeiLlz56K+vj5hWbfbDYfDEfWgzDU5PXGJRsh7x5vQ5MzNm3aqdouNalSUFMYlFr0RW3eJ1ZdSI/bczMV1yKdr29LuSThv9tQ1o6KkEID04qbcE3tuElEXySflV1xxBbZu3Yr/+7//w+bNm3HixAlUV1ejra1NsPz69ethNpvDj5KSkl6OuG9wuLxJ97el2J+rdt2+ANy+QNIyuYqtu8TqS6kRe27m4jrk07V1uHxJ90fOKynFTbkn9twkoi6ST8pnzJiBm266CePHj8e1116L1157Da2trXjxxRcFy69atQp2uz38aGho6OWI+waTRpl0vzHF/ly1q1YUQK1IPmxzFVt3idWXUiP23MzFdcina2vSJP8uTuS8klLclHtiz00i6iL5pDxWYWEhLr74YtTV1QnuV6vVMJlMUQ/KnNWgwtQy4Xv3p5ZZYTXkZoWGVO2ebXOjtqEVlTZLr8fWXWL1pdSIPTdzcR3y6doW6VWoSjBvKm0W1Da0ApBe3JR7Ys9NIuqSd0m50+nE559/jiFDhogdSp9m1qmwYc74uIRjapkVG+eMz9myaananXbxQBxrdGBBZWlcYp7r2LpLrL6kaLm4Dvl0bQeZNFg3qzwuMQ+tvrKl5oQk4yYi6i9kwWAwKHYQydx55524/vrrMWLECJw6dQr33XcfDhw4gCNHjmDgwIEpj3c4HDCbzbDb7fzrvxtC6y+3ubwwapSwGnp3nXKhdkPrlPsDQfgDQXR4/DBrey+27hKrL6VKrLmZi+uQT9c2cp1yk1YBjaIAjk4v9Gppx029J1/fN51OJ4xGI2ZvegtKjS5lea+rAy8vuwZtbW0wGAy9ECFRcpJf8PvLL7/ELbfcgubmZgwcOBBVVVX44IMP0krIqefMOnHepJO1K1ZMPZWvcfc1ubgO+XRtB5k0GGTSiB0GERHFkHxS/vzzz4sdAhERERFRTuXdPeVERERERH0Nk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikTEpJyIiIiISGZNyIiIiIiKRMSknIiIiIhIZk3IiIiIiIpExKSciIiIiEhmTciIiIiIikeVVUr5hwwbIZDIsX75c7FCIiIiIiLJGIXYA6dq3bx9+85vfYPz48WKHkjfsHR40OT1wuLwwaZWw6lUAgOZ2D/yBIPzBINo6fdCr5dAq5TCoFVApCtDk9KDD40WhVoV2jx8OlxdGjRIGlRyeQACOTl+4PrNOFdWW0+1FoU4FtzcAh8sLg0YBrVKODo8PTpcfZp0CaoUcTrcPHR4/CrVKmLRKuD1+OD0+tJ/bVmxUh+sWOq/WDi/aPT60u/0warvaKNQqYdapwrHYOz3QqRUokMmgKJDBEhFvZF1nHG7YO73hfpDJgGAQGCBQPrZvQ+fr8QXgdPu6+lBeAIfLA5P2/PbY/kr3eiUrn44zDhda2j1wuHwwaRUo0qkwyKTpUZ357h8tHXC4fHB0emHWKmHUKPC1Ih0A4XFsd3mhV8mhVyvCYyySvcMDe6cX7R4/nC4fDBoFCmRAEEFolfHHRF5no0YBtbyga+y7/TCou16SZQVAkVaFIJDw+kXWY9YqoVcr4HT5wuPHoFYIziuXL4CWDg/aXD6YNF3j1eULhGM3qOQwJYk50djMZPzGljWoFWh3+2Dv7PnYz8U8knK7RNR35EVS7nQ6MXfuXDz55JNYu3at2OHkhVOtnVi5/SB2H28Kb6sus2LJVTa4vH78dvffsbuuObxv+qiBuPu60Xjg1b/h6Ok2PPsfk3HXjkPYE1GmymbB6pljcdvv9qPJ6cHUMis2zhmPIICV2w/ioy9a8MgtFXjojWNxx82vLMVd2w9iw5zxeHrPiaj91WVW3D7tIix6Zj86PP7wto1zxmNooTbqvBpbO/HFPzvw6NvHo+uwWbH06jIMMalx987DUeddabNgQWUp1r92FA98Z1y4zlOtnVj50idR/VBps2DJVTZYDGrcs+MQ7v72mLgYQn2b6HwrbRasmTkWD/zhb3j706/C26eWWbFB4JwSXa9k5dNR39yOVQLXcN2scgy36LtVZ777orkddwv0yYOzyqGVF+D/nbuuj/1rBf77jWNxY2Pp9DKMGKDDkHPX5HRrJ5weH+5/9W+oiSm7oLIU2/Z+ge9PvSh8TOR11qnkeOSWirj5UGmz4D+qLkRruxePvX08KobQ9VPJC/BfKeqptllx+1Xn55VOJceW+ZPw+Lk6Ex1XZbPg/hvGodPjx+CYmENix2Ym41eobOg14o7natHh8Xd77OdiHkm5XSLqW2TBYDAodhCpzJs3DwMGDMAvfvELTJs2DZdccgl++ctfpnWsw+GA2WyG3W6HyWTKbaASYe/wYMlztVFvECHVNguuKx+CVTsOR21fMt2G2voW7KlrxlPzJmJLzBt1SNW5ZGPRM/sBAOtnl+O1g43YXdcUVUesSpsFCytLE9ZbabOgYngRHnu7LrxtapkVj95SEfVp/GuHT+OPB08J1lFts2JG+WDcHXNukfUfbGjFo7dUdJ3ztlrsrovvo0qbBTPLh6DYpMEzfz0ZF0Oob5Odb5XNgktizkfonGLrjCVUPh1nHC6sePFAwtgevvkS0T8x7+25+Y+WDvx4+8GEffKT74zD9Id3Ycl0Gw7Ut0Ql2SGVNgtmjh+K68YNBgAcPd0W9wdiZNmK4UWorW/BzPFDMX1UMe78/Sfh65xs/KybNQ6vHWoUjKHKZsGS6WX43hMfpKwncl7Flks1fpdML0OpVR8Vc6TQ2ASQ9vhNNtZjXwMyHfu5mEdSbjeX8vV90+l0wmg0Yvamt6DU6FKW97o68PKya9DW1gaDwdALERIlJ/l7yp9//nl8/PHHWL9+fVrl3W43HA5H1KO/aXJ6BN8gAGB3XTOKBZKxipLC8JtzsUkt+EYNADV1zSg2qcPPi43qcGIbWUesPeeOS7a/oqQwatt7x5vQ5PREnVexMXEdu+uaEiaaofpDdTY5PYIJ+flYNSg2qQVjCPVtsvOtETgfoXOKrTOd8uloafckja2lPfM6e0rsuelw+ZL2idsXANB1XYWSYeDc2DCqw2NIr5anHNOhY1rao69zsvEzyKRJGENNXTP0anla9UTOq9hyqcavXi2PizlS1FxKc/wmKxv7GpDp2M/FPJJyu9kk9twkoi6STsobGhqwbNkyPPvss9Bo0vtUb/369TCbzeFHSUlJjqOUHofLm3R/KPlItM3p8ic9PnJ/5HFC9SY6Lt242iLOxeHypmwj2f7QvjaXN60+CsUbG0M6bSXb3xbTdqpYYsunw+Hy9Wh/Log9Nx2dKfr53P50rmtoDKU7pt2+QFyfpzNWE0k0B1PFkGkbqcZJOnMp0fwREhtTJmM/F/NIyu1mk9hzk4i6SDop/+ijj3D27FlceumlUCgUUCgU2LVrFx555BEoFAr4/fFviKtWrYLdbg8/GhoaRIhcXCaNMul+tSL+skduM2jkcfsjRe6PPE6o3kTHpRuXMeJcTBplyjaS7Q/tM2qUafVRKN7YGNJpK9l+Y0zbqWKJLZ8Okyb510VS7c8FseemSZuin8/tT+e6hsZQumNarSiI6/N0xmoiieZgqhgybSPVOElnLiWaP0JiY8pk7OdiHkm53WwSe24SURdJJ+VXX301Dh06hAMHDoQfEydOxNy5c3HgwAHI5fFviGq1GiaTKerR31gNKkwtswruq7ZZcNbhitte29CKKpsFAHDW4Q7/O1aVzYKzDnf4+dk2d7it2oZWVCY4rvLcccn21za0Rm2bWmaF1XD+XkyrQYWzbYnrqLZZBc8tsv5QnVaDCtUJ+qjyXB+ddbgFY0jnfKsEzkfonGLrTKd8Oor0qqTXsEjf+/e4ij03TRpF0j4JJYS1Da2oTjaO29zhMdTu9iesMzTmQscU6aOvc7Lxc8bhShhDlc2Cdvf5DyRSzbvQOIwtl2r8trv9cTFHipxL6Y7fZGVjXwMyHfu5mEdSbjebxJ6bRNRF0km50WjEuHHjoh56vR4WiwXjxo0TOzzJMutU2DBnfNwbRXWZFUuml2FooRbVtuh9R07Zcf8N41BdZsXK7QexeubYuGSjymbBmuvHYuX2gwC63nCuunhguK0tNSewoLI07o0+9OXQldsPYkFlaVy9XavClGFLzYmobRvnjI/6gpRZp8K0iwdi6fSyuDaqbVbccXUZqmzWuPMOrYRxrNERrtOsU2HjnPFxiXnX6itlmFg6ADs+/lIwhlTnW3mun46cskdtnypwTrF1plM+HYNMGqybVS54DdfNKhf9S55i+FqRDg8m6JMHZ5XDoJSfv65VpXFzJLT6ylUXDwyPoQsG6HD/DePi6gyNuSOn7OFjBpk0Udc5NH6Ejh1i1mLJ9LK4GELX74IBupT1VNui59WWmhNYOr0sPOYTHRdafaV0gC4u5pDIsZnJ+E1UNvQaEYq1O2M/F/NIyu0SUd+TF6uvROLqK+kLrZvbdm6d8dAnNlHrlLt80Knk0MWsU97p8cKcYJ3ytk5fuL7Ydcrb3V3Hdd1D64VBrYBWdW6dcrcfZm3XOuXt7vNrJ0euU97h8cOc6Trlmq424tcp90KnkkNeIIM8jXXKdefWKZfLgECa65SHztfjD6Dd7YP+3DrlbS4PjJrz22P7K93rldV1yjUKFOmls065WHMztE55qJ9NAuuUt7u9MEest69TyaFXKVCoy3CdckX8MZHX2RCzTrlerYAMgEwGFOli1imPuX6R9Zgi1ikPnZdBoxCcV5HrlIfWSXdFrLOfbJ3yZGMzk/EbW9ag6Vqn3NHZ87Gfi3kk5XZzIV/fN7n6CuW7vEvKM5WvLy5EfR3nJpE05evcZFJO+U7St68QEREREfUHTMqJiIiIiESW86Tc4/Hg2LFj8Pl6f11kIiIiIqJ8kLOkvKOjA4sWLYJOp8PYsWNRX18PAFi6dCk2bNiQq2aJiIiIiPJOzpLyVatW4ZNPPsG7774b9Wuc11xzDV544YVcNUtERERElHdy9rN+O3fuxAsvvIDJkydDJpOFt48dOxaff/55rpolIiIiIso7Ofuk/KuvvkJxcXHc9vb29qgknYiIiIiov8tZUj5x4kT86U9/Cj8PJeK//e1vMWXKlFw1S0RERESUd3J2+8q6deswY8YMHDlyBD6fD5s2bcKRI0fw17/+Fbt27cpVs0REREREeSdnn5RXVVXhwIED8Pl8KC8vx5///GcUFxfj/fffx2WXXZarZomIiIiI8k7OPikHgIsuughPPvlkLpsgIiIiIsp7OfukfPr06XjggQfitre0tGD69Om5apaIiIiIKO/k7JPyd999F4cOHUJtbS2effZZ6PV6AF2/8Ml7yomIiIiIzsvZJ+UA8NZbb+H06dOYPHkyTp48mcumiIiIiIjyVk6T8iFDhmDXrl0oLy/HpEmT8O677+ayOSIiIiKivJSzpDy0Lrlarca2bduwbNkyfOtb38KvfvWrXDVJRERERJSXcnZPeTAYjHp+7733YvTo0Zg3b16umiQiIiIiyks5S8pPnDgBq9UatW3OnDkYOXIkPvroo1w1S0RERESUd3KWlI8YMUJw+7hx4zBu3LhcNUtERERElHeympTPnj0bW7duhclkwuzZs5OWffnll7PZNBERERFR3spqUm42m8Nf8DSbzdmsmoiIiIioz8pqUv7000+H//2rX/0KgUAg/KNBJ0+exM6dOzF69Ghce+212WyWiIiIiCiv5WxJxO985zv4n//5HwBAa2srJk+ejIcffhg33ngjNm/enKtmiYiIiIjyTs6S8o8//hjV1dUAgJdeegmDBg3CF198gd/97nd45JFHctUsEREREVHeyVlS3tHRAaPRCAD485//jNmzZ6OgoACTJ0/GF198katmiYiIiIjyTs6ScpvNhp07d6KhoQFvvPEGvvnNbwIAzp49C5PJlKtmiYiIiIjyTs6S8jVr1uDOO+/EBRdcgCuuuAJTpkwB0PWpeUVFRa6aJSIiIiLKOzn78aDvfve7qKqqQmNjIyZMmBDefvXVV2PWrFm5apaIiIiIKO/kLCkHgMGDB2Pw4MFR2y6//PJcNklERERElHdympRnw+bNm7F582acPHkSADB27FisWbMGM2bMEDewHjrjcKGl3QOHyweTVoEinQqDTJoe12vv8OCMww17pxd6tRwapRxefwAyGaAoKEBLuwcGjQI6pRxufwD+QBCBIOB0+WDUKmDSKDG0UAt7hwdNTg/aXB6YtSq4fAE4z8VaGBOrvcOD1g4v2j0+tHv8KNQqYdIq4fb44YzYVmxUAwCanB44XF6YtUro1Qo4XT44XF6YtEpY9SqYdapw+/ZOD/QaBVTyArh9AXS4fTDrVDCoFWh3+2DvPH9cZN2RdXWnD1PVk06ZnhJqA8jOOabTVrbPJ9uSxZxsfp1q7YS904u2Ti+MWiUMqq650NLhhV4lh1Yphy8YhEImgy5ifBrUCqjlBV3zJhgMj0WrXoV2jx/2Ti8cnefGtUqOQDCIdo+/a/zrlNDIC7rmg9sPvVoBGQDIAL1SDl8ggAJZAVo7PTBozp/LP1o64HD5wvUaNQp8rUjXo77J9rXuTn35ON7Ewr4i6j8kn5QPGzYMGzZsQFlZGYLBIJ555hl85zvfQW1tLcaOHSt2eN1S39yOVTsOYU9dc3hblc2CdbPKMdyi73a9p1o7sfKlT7A7ot5KmwVLrrLB5Q3g2Q++wL9NGQGHy4f/+eAk/vWKEXh6z4m4OB6cVY6H/u9TvHPsKzxySwV+9ufPospU26x4cNY4DLfo0djaiS/+2YFH3z4eXabMitunXYRFz+xHh8cf3rb4KhsWbt0HAHjkloq49r8xuhirZ47BPTsPY/fxJuhUcsFyVTYL5leW4o7natHh8UfVHWpvapkVG+aMx9BCbWZ9uP0gdh9vCm+LrSedMj0V24ZOJceW+ZPw+Nt12F2X3XZ743yyLVnMfn8AdwnMr42zyuEDcLfAvtUzx+KH//sRmpweVNosuGN6GYr0Kvy/Fw+g5lxZnUqOp+ZNxK/eqQvPMatBhee/PwX3vXo4rs77bxiLW7d8iA6PX3AMV9osWFBZiuf2foHVM8fi8XeP45tjh+CWJ/fihglD8MNpNsFYH5xVjhFJXieS9Y0MwI+zeK27M3bycbyJhX1F1L/IgsFgUOwgMjVgwAD87Gc/w6JFi1KWdTgcMJvNsNvtklj15YzDhRUvHoh6ow2pslnw8M2XdOsTc3uHB0u21UYlbCGVNgu+XT4Ep+wufFLfihnlg3HK7kJtfUvCOBZUlqK2oTVhmWqbBRu/OwG7PvsKfzx4SrBMpc2CiuFFeOzturhtAATrXjLdFrU99nmy+oXam1pmxaO3VKT1yZK9w4Mlz9VGvQHG1gMgZZmefoolFEeyfuhJu+mcc64+levu3EwWc3WZFTPGDcbdOw7H7Xt9WRXW/ulo0jG/6Jn9XfXYLJhRPiSqHqFr8NS8idgSk2zH1plsHoXG7IH6Ftx3w1jc/+rfUDG8CN+5ZCjuf/VvCevdOGe84Cfmqa7njPIhWPXyIcF9mV7r7owdMcdbvsnHuSk2p9MJo9GI2ZveglKT+n+UvK4OvLzsGrS1tcFgMPRChETJ5Wz1lVzw+/14/vnn0d7eHl7NJZbb7YbD4Yh6SElLu0fwjRYAauqa0dLu6Va9TU6PYEIOAHvqmjHIpEFFSSF21zWF/50sjmKTOmmZ3XXNsHd6UWxUJyyzp64ZFSWFgtsS1R27PVkMsfULtffe8SY0OdPr0yanR/ANMLKedMr0lFAbyfqhJ+32xvmEZGtuJot59/GmhH/UBiFLOebD9ZybM5GErkGxKfH4T2cehcZsTV0zfP5g+Hno34nqdbh8gvtSXc/QLWRC+zK91t0ZO7053vJdPs5NIuqZvEjKDx06BIPBALVajR/84AfYsWMHxowZI1h2/fr1MJvN4UdJSUkvR5tcojfTdPcnPs6bdL/bF4DbF4j7dyJOlz9lmTaXN2UZof3J2o/dnmn9QuXbUvRNSKo+bHN50yrTU0JtpHMtstVWNuoVkq25mc5YF9LWmfw4p8uftB6hemOPEdqf7hgOxef2BeBIEWui69LdvklWZyLdGTu9Od7yXT7OTSLqmbxIykeOHIkDBw5g7969+OEPf4h58+bhyJEjgmVXrVoFu90efjQ0NPRytMmZNMlv40+1P/FxyqT71YoCqBUFcf9OxKCRpyxj1ChTlhHan6z92O2Z1i9U3piib0JS9aFRo0yrTE8JtZHOtchWW9moV0i25mY6Y12IUZv8OINGnrQeoXpjjxHan+4YDsWnVhTAlCLWRNelu32TrM5EujN2enO85bt8nJtE1DN5kZSrVCrYbDZcdtllWL9+PSZMmIBNmzYJllWr1TCZTFEPKSnSq1Blswjuq7JZUKTv3j2CVoMK1WVWwX2VNgvOOFyobWhFtc0a/ndlkjjOOtxJy1TbLDBrlTjb5k5YptJmQW1Dq+C2RHXXNrRG9U+yGGLrF2pvapkVVkN6fWo1qDA1QR+G6kmnTE8JtZGsH3rSbm+cT0i25maymKvLrDjrcAnukyGYdO6ddbjP12OzxNUjdA3OOtwp60xnDFfZLFDIZeHnCrksab2J/nhPdT3PtrkT7sv0Wndn7PTmeMt3+Tg3iahn8iIpjxUIBOB2C7+5SN0gkwbrZpXHveGGVl/p7rKIZp0KG+eMj0vMu1ZfKcMQsxafnnJgUXUphpi1OHrKjgWVpXHJQmh1hx0ff4ktNScEy3StvlKOoYVaTLt4IJZOL4svU2bFkqvKsKXmRNS2pdO7toXqju2HY40OrJtVHn4zSlQu9CW6UP2RdYdMLbNi45zxaX8ZyqxTYcOc8XFvhJH1pFOmp4Ta2FJzAkunl8Vd35622xvnk23JYn5oznhU2ayC48WkUuDBBHNvzfVjsXL7QQDn5sz0Mlx2wYCosltqTmDJVTZU2863u3L7Qdx/wzjBOu+/YRxWbj+YcAyHVl85esqOtbPK8eR7n4fH9FO7/54w1gdnlSdcFjHV9Zx28cCsXevujJ18HG9iYV8R9T+SX31l1apVmDFjBoYPH462tjZs27YNGzduxBtvvIFvfOMbKY+X6rfIo9ZR1ihQpM/yOuUuL3Tn1lz2BgKQ4fw65XqNAnqBdcoNGgXM2th1yrvWRw6tU24UWFM9cp3yDo8f5ph1ykPbItcpbzu35m5onfI2lxdGjRJWQ+w65V3rrasVBXD5Auhwd9Vl0HStU+7oPH9cZN2RdXWnD1PVk06ZnhJqA8jOOabTVq7f9Hs6N5PFnGx+hdcpP3dcaJ3y1o7zc8YfDEIesU55m8sLfeQ65YFgeFxbDefXKY+sMxAIot3rD5fTKFKvU27v9ECvPn8uoXXKQ/WaMlynXKhvsn2tu1OfGOMtX+Xj3BQLV1+hfCf5dcrPnj2LW2+9FY2NjTCbzRg/fnzaCbmUDTJpspKExwp9mpvQwCzV082yofKRBgm85mdaZ6K6uyOdtrsbXzbiyEW7vXE+2ZYs5mTza2ihNqM1noXGZ3wsyNK60dHrj3+tSIevdaOWZH2T7WvdnfrycbyJhX1F1H9IPil/6qmnxA6BiIiIiCin8vKeciIiIiKivoRJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYlMIXYAqaxfvx4vv/wyPv30U2i1Wlx55ZXYuHEjRo4cKUo89g4PmpweOFxemLRKWPUqmHUq2Ds8aO3wwBcAXD4/Otx+mLQKyAD4g0FoFHKoCmTo8PuhkBXA5QugzeWFWauESl6Alg4P9GoFlPICtLR7oNcooJYXwO0LwOn2wXDu+T/bPdCq5NAq5VAWyNDp98Pe4YNZp4BWLkebxx9Vb6i8RtnVfhCA0+OH0+WDQSOHTqlAp6/ruV4th16lQIc3tP9cDP4A2lw+GNUKqBUFUJ6rp9PnRyCArjrdPpg0CqjkBbB3emDSqsKxmzRdx7l9XfXo1XLoVApolXK0u33wBYNQFMjg9p7fr1d37W9z+WDv9ECnVqBAJoOiQAbLuT5P7xopoCoogPNcv5i0ShTpVBhk0iS9nrkeL5SeU62dsHd60eH2oUivgic0H9RdL12yAsCgkMMbCKLd60eHxw+jWgGZDAgiCK1SgU6PH23urvFrVhUgABkcHj8cnV3XxKCSwx3wo8XZNfY0SjkUMhlUsiB8kKHtXFmzTgm9Uo4Or//8OFUp4PL7oQzN6XN16lVy/LPdDaWiqz45gIAM8JybA6H4g+h6bRig7xoTobFiUCugVxTAj6756ujsmtN6lRydPj8cnT7o1V2vLzIZYNQoMbRQm1GfOjq9KNQpYVAr4PIGUo5RobEcGTPHNxFRz0g+Kd+1axcWL16MSZMmwefz4e6778Y3v/lNHDlyBHq9vldjOdXaiZXbD2L38abwtm+MLsaamWPQaHfBHwzisXfqsKeuOby/usyK26ovhFZZgK17TmDZN0bi3lcPR5WptFmwoLIU//bUh6gYXoj/qLoQdpcXT9WcECz371u6yi25yoYhZg1+8oe/4b9vvgQrdxxKWH7yhQNw93Wj8cCrf8PuumboVHI8cksFnt4T3UaVzYL5laW447ladHj8cc+vGVWMu64bjQ2vHcH3rhgRd3ylzYI1M8di7Z+O4O1PvzrfDzYrFlRdgCXbuuqptFmw5CobrEY1Wto9ePQvx7E7st9sVtx+1UVY9Mx+dHj8Ueez/rWjeOA74wSTkMhrZDWo8Ox/TMaaVw7FneO6WeVQygvw45jrObXMig1zxqed4CQjNF6yWX9f90VzO+7ZcQgf17fikVsq8PO3PhMc38/vrcei6tKosTJ91ECs/NZo3LPjEGpi5uPt06LHVZXNgp/eOA4rXjyAhpZOVNosWH51GYqNGty9s2vsxM6X0PPtHzVg+TUjce8fD8eNsZ/eOA63PvUhygYZuubeK3+LGuOh+Lft/QLfn3oRFAUy3LrlQ3R4/Li42IAnbp2Ie3bGj93I+Riq47m9n2LN9WMxwpL8NfGL5nbcvUP4nEKExqjQWK4us2LxVTYs3Lov3Jcc30RE3ScLBoNBsYPIxFdffYXi4mLs2rULU6dOTVne4XDAbDbDbrfDZDJ1u117hwdLnquNelMCgCXTbfiaWYMggD8daox6cwupLrPiunGDUWzSYEvMG2BIpc2CiuFFeOztOqybNQ6vHWqMSiaEylXaLJhZPgRTLrLgnp2Hk9YLALX1LeEyS6bbop4naiP2eei4iuFFCY+vsllwScTx4X6wWTAhpt6l0214/O26qGQlURyR2w42tOLRWyqiPpWLvUZPzZuYsL+rbRZcVz4Uq3Ycits3tcwaV3emEo2XbNXfFySbm6daO/FfL32CPXXNaY3V0JgMjZVMxjfQNWZ//K1RuOGxPQCA9efm4O4E8yX0fGFlacIxFqrzz0fOpBX/zPKh+Ie9E4+9XYc3V0zF/a/+LaP5eaC+BQ99d0LChDiyT1P1UeQYTTaWhfqS4zv/Zet9s7c5nU4YjUbM3vQWlBpdyvJeVwdeXnYN2traYDAYchKT2+2G1+tNu7xSqYRarc5JLCR9eXdPud1uBwAMGDBAcL/b7YbD4Yh6ZEOT0yP4plRRUohikwaDTBrBNzcA2H28CcUmDYpN6oRl9tQ1o6KkEAAwyKQRTMhjy+2pa0axSYNObyBlvRUlhVFlYp8naiP2eei4ZMfXxBwfslugXr1aIZiQC8URue29401ocnqi9sVeo2T9vbuuGcUm4Rc+obozlWi8ZKv+fJTJ3LR3esPXLp2xGjtWMhnfQNeYVcjPvxwWmzRR4zLR/Ek2xkJ1pht/sUkdjsvnD2Y8P2vqmmHvTPzmH9mnQucUKXKMJhvLQn3ZX8d3PsvV+2Z/53a7UTLiAhiNxrQfJSMugNvtzmlMTqcz7UcuY6F4kr99JVIgEMDy5ctRWVmJcePGCZZZv349Hnjggay37XAJv9m5fYG0jnf7AnC6/CnLpFNn5H63LwBHkjfiRPVl0oZQbJken2h7un0itK0t5prEXqPu1B0SW3emEo2XbNWfjzKZm5FjOt2xFjsv0jkmUluSNhM9TzXG2jq93Yo/0zmdaE5Eiq0zVVyhulKNZcG+7IfjO5/l6n2zv/N6vfjqzGnc8NAfoFCnvqXL5+7Eqz++Hl6vNyeflof+SPjqzOm0jxk4aDAavjjJT+97SV4l5YsXL8bhw4dRU1OTsMyqVauwYsWK8HOHw4GSkpIet23SKAW3qxXp/WeDWlEAg0aeskw6dUbuVysKYNIKx5YsxkzaEIot0+MTbU+3T4S2GWOuSew16k7dIbF1ZyrReMlW/fkok7kZOabTHWux8yKdYyIZk7SZ6HmqMWbUKuF0+9KKJbKNTOd0ojkRKbbOVH0UqivVWBbsy344vvNZrt43qYtCrU3rdppck9ofCRQvb25fWbJkCf74xz/inXfewbBhwxKWU6vVMJlMUY9ssBpUmFpmjdte29CKsw4XzjhcqLRZBI+tLrPirMOFsw43qhKUqbRZUNvQCgA443ChOo1ylTYLzjpc0CoLUtZb29AaVaa2oTVhvJFtxD4P1ZPs+KqY40OqBeptd/tQbYvvV6E4IrdNLbPCaoi+ZzX2GiXr72qbBWfbhP9bTqjuTCUaL9mqPx9lMjfNWmX42qUzVmPHSux4FzomUpXNAp///Ce+Z2PmYGwMoefJxlioznRiCdUVikshl6Udf+h5lc0Cc5JkPrJPhc4pUuQYTTaWhfqyv47vfJar902SptAfCake6STulF2ST8qDwSCWLFmCHTt24O2330ZpaakocZh1KmyYMz7uzelYowNVNitsxQYsucoW9yYXWn3FVmzAyx9/iTXXj417sw2toLCl5gQqbRYMMWuxoKo0ZbklV5VhykVW3PFcbcp6j5yy4/4bxqH6XPxbak5gQWV8G1URxwg9//SUA/ffMA6fNjqwoLI07nwrbRasuX4sjpyyR/eDzYoFVefrCcVvNaqx9GpbXGJebbNiyVVl4fKR53Os0YGNc8bHfZEs9hqt3H4Qq2fG90uVzYIHZ5Vj2sUD467n1DKrYN2ZSjReslV/Xze0UIsHZ5WjymYJj1WhsbagshSfnnLEjZUjp+yC1766LH5cda2UUo7Fz34crtdWbMDac+0D8fMl9Hz7Rw0Jx1iozti5Fxv/kVN2LJ1ehosHGcJxLf7fj7H2xvKU8zNUx9FTdjw4qzzpqieRfSp0TiGxYzTRWK4us2Lp9Oi+5PgmIuo+ya++cvvtt2Pbtm145ZVXotYmN5vN0GpT/xWX7W+Rh9bqbXN5YdQoYTUkWKfc44dJk3qdcpNGCbUiZp3yc/+OWqf83Brh/2z3QHNunXJVxDrlJp0Cuoh1yk1aZXhd88jyydYp16m61gfv9IbWLVdAo+hapzzyuaJABuDcOuVBIBgE2t0+GBOsU27UnKvn3BrNOlXX+s5aVdc65f5gEHKZLGod8+h1yr3QqeSQF8ggz2Cd8jaXF8bYdco1ShTp49cpj72e2ZLr+vNZOnMz0TrloTW6IQOMyvPrlHd6/NCrFSgQWKfcoFagMGKd8tA1iVynXKfumiux65SH5lTsOuU6lQLuyHXKI+r8Z7sbCkVXfbHrlIfiF1qnvM3lhT5mnfLIejt9frR1+qCL6ANTN9YpD52T8dw65anGqNBYjoyZ47vv4OorjKc34qF4kr+nfPPmzQCAadOmRW1/+umnMX/+/F6Px6wTftNJtD1d6X7+Xzoww3ozLC81xd14P8jkWvT0uoldf183tFCbkzWvvya0MctzpSTFmuFCemOsdLdPk732ERFRz0k+KZf4B/lERERERD0m+XvKiYiIiIj6OiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCKTfFL+3nvv4frrr8fQoUMhk8mwc+dOsUMiIiIiIsoqhdgBpNLe3o4JEyZg4cKFmD17dk7asHd40OT0wOHywqRVwqpXwaxT9bgOAIL1ZqM9ov7gjMOFlnYPHC4fTFoFinQqDDJpMqrD3uFBc7sHvkAQgWAQHW4fzDoV5x0REUmK5JPyGTNmYMaMGTmr/1RrJ1ZuP4jdx5vC26aWWbFhzngMLdR2qw6dSo4t8yfh8bfrsLsuut61N47DT/54BG8dPdvt9oj6g/rmdqzacQh76prD26psFqybVY7hFn1adZxq7cSaVw7je5cPx9N7TkTVxXlHRERSIvnbV3LJ3uGJS8gB4L3jTbhr+0HYOzzdqmNhVSkefft4VEIeqvfuHYcwaoip2+0R9QdnHK64hBwAauqacfeOQzjjcKWsIzQ3Rw0xxSXkAOcdERFJS59Lyt1uNxwOR9QjkSanJy4hD3nveBOanKnfrIXqqCgpjEsAQmrqmlFRUtjt9ojyVSZzs6Xdk3QOtbSnPzeTzUfOO6LM5iYR5U6fS8rXr18Ps9kcfpSUlCQs63B5k9bVlmJ/ojrcvkDSYxLtT6c9onyV2dz0Ja0r1f6uMl3zKdV85Lyj/i6TuUlEudPnkvJVq1bBbreHHw0NDQnLmjTKpHUZU+xPVIdakbxbE+1Ppz2ifJXZ3Ez+dZdU+7vKdM2nVPOR8476u0zmJhHljuS/6JkptVoNtVqdVlmrQYWpZVa8J3ALy9QyK6yG1CszCNVR29CKSptF8L/Mq2wW1Da0drs9onyVydws0qtQZbOgJsEcKtKnPzeTzUfOO6LM5iZRNrndbni96f9vpVKp7NNjVfJJudPpRF1dXfj5iRMncODAAQwYMADDhw/vUd1mnQob5ozHXdsPRiXVU8us2DhnfFrLpQnVsaXmBLbMn4QCmSxuVZe1N47DT/94JKqOTNoj6g8GmTRYN6scd+84FJWYh1ZfSWdZxNDcvO+Vw1hQWQoAcauvcN4RdR8TKuoJt9uNkhEX4Kszp9M+ZuCgwWj44mTOxpHYY1rySfn+/ftx1VVXhZ+vWLECADBv3jxs3bq1x/UPLdTi0Vsq0OT0oM3lhVGjhNWQ2frFiep4LEG9/33ThB61R9QfDLfo8fDNl5xfp1yjQJE+s3XKhxZq8d83TUBzuwf3Xz8W/kAQHR4/zFrOO6KekGJCRfnF6/XiqzOnccNDf4BCnXppWp+7E6/++Hp4vd6cjCEpjGnJJ+XTpk1DMBjMaRtmXc/fnBPVkWgbkwGi1AaZNBn/WFAszjei7JNaQkX5S6HWQqnRiR2GJMa05JNyIiIikiapJFRE2SLmmO5zq68QEREREeUbJuVERERERCLr87evhO5H5y+UEWWP0WiETCbrUR2cm0TZ11tz0+l0AgA87U4EfP6UdfrcnQCAxsZG6PX6HsWXSHt7u6RiYjz9Ix6Hw4FAIPmP1AHpzU1ZMNffohTZl19+yV8nI8oyu90Ok8nUozo4N4myj3OTSJrSmZt9PikPBAI4depUVj496E8cDgdKSkrQ0NDQ4xf4/qov92E25pOYczOfrg1jzY2+Gmu+z81syKdrKxXss8xl2mfpzKc+f/tKQUEBhg0bJnYYectkMnGC9hD7UJgU5mY+XRvGmhuMNZ4U5mY25NO1lQr2Weay2Wf8oicRERERkciYlBMRERERiYxJOQlSq9W47777+MtrPcA+lK58ujaMNTcYa9/F/soc+yxzueizPv9FTyIiIiIiqeMn5UREREREImNSTkREREQkMiblREREREQiY1Lej61fvx6TJk2C0WhEcXExbrzxRhw7diyqjMvlwuLFi2GxWGAwGDBnzhycOXNGpIilb8OGDZDJZFi+fHl4G/tQOtIZ81IkNK6k5B//+Af+7d/+DRaLBVqtFuXl5di/f7/YYcXx+/1YvXo1SktLodVqcdFFF+GnP/0ppPDVqvfeew/XX389hg4dCplMhp07d0btDwaDWLNmDYYMGQKtVotrrrkGx48fFydYicrX+S0lUn+tkYpcveYxKe/Hdu3ahcWLF+ODDz7Am2++Ca/Xi29+85tob28Pl/nRj36EP/zhD/j973+PXbt24dSpU5g9e7aIUUvXvn378Jvf/Abjx4+P2s4+lI50xrzUJBpXUtHS0oLKykoolUq8/vrrOHLkCB5++GEUFRWJHVqcjRs3YvPmzXjsscdw9OhRbNy4EQ899BAeffRRsUNDe3s7JkyYgMcff1xw/0MPPYRHHnkEv/71r7F3717o9Xpce+21cLlcvRypdOXj/JYSqb/WSEVOX/OCROecPXs2CCC4a9euYDAYDLa2tgaVSmXw97//fbjM0aNHgwCC77//vlhhSlJbW1uwrKws+Oabbwa//vWvB5ctWxYMBtmHUhc75qUm0biSkpUrVwarqqrEDiMt3/72t4MLFy6M2jZ79uzg3LlzRYpIGIDgjh07ws8DgUBw8ODBwZ/97Gfhba2trUG1Wh187rnnRIgwP0h9fktJPrzWSEUuX/P4STmF2e12AMCAAQMAAB999BG8Xi+uueaacJlRo0Zh+PDheP/990WJUaoWL16Mb3/721F9BbAPpS52zEtNonElJa+++iomTpyIm266CcXFxaioqMCTTz4pdliCrrzySvzlL3/BZ599BgD45JNPUFNTgxkzZogcWXInTpzA6dOno8aB2WzGFVdcwdeRJKQ+v6UkH15rpCKXr3mKrNRCeS8QCGD58uWorKzEuHHjAACnT5+GSqVCYWFhVNlBgwbh9OnTIkQpTc8//zw+/vhj7Nu3L24f+1C6hMa8lCQbV1Ly97//HZs3b8aKFStw9913Y9++fbjjjjugUqkwb948scOLctddd8HhcGDUqFGQy+Xw+/148MEHMXfuXLFDSyr0WjFo0KCo7XwdSUzq81tK8uW1Ripy+ZrHpJwAdP2VfPjwYdTU1IgdSl5paGjAsmXL8Oabb0Kj0YgdDmVAymM+n8ZVIBDAxIkTsW7dOgBARUUFDh8+jF//+teSS8pffPFFPPvss9i2bRvGjh2LAwcOYPny5Rg6dKjkYqWekfL8lpJ8eq2Rily+5vH2FcKSJUvwxz/+Ee+88w6GDRsW3j548GB4PB60trZGlT9z5gwGDx7cy1FK00cffYSzZ8/i0ksvhUKhgEKhwK5du/DII49AoVBg0KBB7EMJSjTmpSLVuPL7/WKHGDZkyBCMGTMmatvo0aNRX18vUkSJ/dd//RfuuusufO9730N5eTn+/d//HT/60Y+wfv16sUNLKvRaEbtqE19HhEl9fktJPr3WSEUuX/P4SXk/FgwGsXTpUuzYsQPvvvsuSktLo/ZfdtllUCqV+Mtf/oI5c+YAAI4dO4b6+npMmTJFjJAl5+qrr8ahQ4eiti1YsACjRo3CypUrUVJSwj6UkFRjXipSjSu5XC5SZPEqKyvjlp377LPPMGLECJEiSqyjowMFBdGfRcnlcgQCAZEiSk9paSkGDx6Mv/zlL7jkkksAAA6HA3v37sUPf/hDcYOTkHyZ31KST681UpHL1zwm5f3Y4sWLsW3bNrzyyiswGo3hexPNZjO0Wi3MZjMWLVqEFStWYMCAATCZTFi6dCmmTJmCyZMnixy9NBiNxrj7FfV6PSwWS3g7+1A6Uo15qUhnXEnFj370I1x55ZVYt24dbr75Znz44Yd44okn8MQTT4gdWpzrr78eDz74IIYPH46xY8eitrYWP//5z7Fw4UKxQ4PT6URdXV34+YkTJ3DgwAEMGDAAw4cPx/Lly7F27VqUlZWhtLQUq1evxtChQ3HjjTeKF7TE5Mv8lpJ8eq2Ripy+5uVkTRfKCwAEH08//XS4TGdnZ/D2228PFhUVBXU6XXDWrFnBxsZG8YLOA7HLSbEPpSOdMS9VUl6m7A9/+ENw3LhxQbVaHRw1alTwiSeeEDskQQ6HI7hs2bLg8OHDgxqNJnjhhRcG77nnnqDb7RY7tOA777wjODbnzZsXDAa7lkVcvXp1cNCgQUG1Wh28+uqrg8eOHRM3aInJ5/ktJVJ+rZGKXL3myYJBCfyUGRERERFRP8YvehIRERERiYxJORERERGRyJiUExERERGJjEk5EREREZHImJQTEREREYmMSTkRERERkciYlBMRERERiYxJORERERGRyJiUkyTMnz8/7Z+LnjZtGpYvX560zAUXXIBf/vKX4ecymQw7d+4EAJw8eRIymQwHDhzoVqxEfd27774LmUyG1tZWsUMhImT2Hkn5SyF2ACRd06ZNwyWXXBKV3ObimFzYt28f9Hq9qDEQ5YvYeXvllVeisbERZrNZ3MCICACwadMm8AfY+z4m5dQnDRw4UOwQiPKWSqXC4MGDxQ6DiM7hH8j9A29fIUHz58/Hrl27sGnTJshkMshkMpw8eRK7du3C5ZdfDrVajSFDhuCuu+6Cz+dLeozf78eiRYtQWloKrVaLkSNHYtOmTT2Kz+fzYcmSJTCbzbBarVi9enXUpwixt68QkTChebt169ao21e2bt2KwsJC7Ny5E2VlZdBoNLj22mvR0NAgbvBEfcxLL72E8vJyaLVaWCwWXHPNNWhvb4+6fSV0C2bsY9q0aeF6ampqUF1dDa1Wi5KSEtxxxx1ob28X56QobUzKSdCmTZswZcoU3HbbbWhsbERjYyOUSiWuu+46TJo0CZ988gk2b96Mp556CmvXrk14TElJCQKBAIYNG4bf//73OHLkCNasWYO7774bL774Yrfje+aZZ6BQKPDhhx9i06ZN+PnPf47f/va32Tp9on4j0byN1dHRgQcffBC/+93vsGfPHrS2tuJ73/ueCBET9U2NjY245ZZbsHDhQhw9ehTvvvsuZs+eHXfbSklJSXiuNjY2ora2FhaLBVOnTgUAfP755/jWt76FOXPm4ODBg3jhhRdQU1ODJUuWiHFalAHevkKCzGYzVCoVdDpd+L+x77nnHpSUlOCxxx6DTCbDqFGjcOrUKaxcuRJr1qwRPAYA5HI5HnjggfDz0tJSvP/++3jxxRdx8803dyu+kpIS/OIXv4BMJsPIkSNx6NAh/OIXv8Btt93WsxMn6meE5u2nn34aV87r9eKxxx7DFVdcAaDrD+PRo0fjww8/xOWXX96rMRP1RY2NjfD5fJg9ezZGjBgBACgvL48rJ5fLw3PV5XLhxhtvxJQpU3D//fcDANavX4+5c+eGF0QoKyvDI488gq9//evYvHkzNBpNr5wPZY6flFPajh49iilTpkAmk4W3VVZWwul04ssvv0x67OOPP47LLrsMAwcOhMFgwBNPPIH6+vpuxzJ58uSoOKZMmYLjx4/D7/d3u04iSkyhUGDSpEnh56NGjUJhYSGOHj0qYlREfceECRNw9dVXo7y8HDfddBOefPJJtLS0JD1m4cKFaGtrw7Zt21BQ0JXSffLJJ9i6dSsMBkP4ce211yIQCODEiRO9cSrUTUzKKeeef/553HnnnVi0aBH+/Oc/48CBA1iwYAE8Ho/YoREREUmCXC7Hm2++iddffx1jxozBo48+ipEjRyZMpNeuXYs33ngDr776KoxGY3i70+nEf/7nf+LAgQPhxyeffILjx4/joosu6q3ToW7g7SuUkEqlivrkefTo0di+fTuCwWD4U+o9e/bAaDRi2LBhgseEylx55ZW4/fbbw9s+//zzHsW2d+/eqOcffPABysrKIJfLe1QvUX8kNG9j+Xw+7N+/P3yryrFjx9Da2orRo0f3RohE/YJMJkNlZSUqKyuxZs0ajBgxAjt27Igrt337dvzkJz/B66+/HpdoX3rppThy5AhsNltvhU1Zwk/KKaELLrgAe/fuxcmTJ9HU1ITbb78dDQ0NWLp0KT799FO88soruO+++7BixYrwf5vFHhMIBFBWVob9+/fjjTfewGeffYbVq1dj3759PYqtvr4eK1aswLFjx/Dcc8/h0UcfxbJly7Jx2kT9jtC8jaVUKrF06VLs3bsXH330EebPn4/JkyfzfnKiLNm7dy/WrVuH/fv3o76+Hi+//DK++uqruD98Dx8+jFtvvRUrV67E2LFjcfr0aZw+fRr//Oc/AQArV67EX//6VyxZsgQHDhzA8ePH8corr/CLnnmASTkldOedd0Iul2PMmDEYOHAgvF4vXnvtNXz44YeYMGECfvCDH2DRokW49957Ex5TX1+P//zP/8Ts2bPxL//yL7jiiivQ3Nwc9al5d9x6663o7OzE5ZdfjsWLF2PZsmX4/ve/39NTJuqXhOZtLJ1Oh5UrV+Jf//VfUVlZCYPBgBdeeEGEaIn6JpPJhPfeew/XXXcdLr74Ytx77714+OGHMWPGjKhy+/fvR0dHB9auXYshQ4aEH7NnzwYAjB8/Hrt27cJnn32G6upqVFRUYM2aNRg6dKgYp0UZkAX5E1FERJTE1q1bsXz58vC65URElH38pJyIiIiISGRMyklS6uvro5Zxin30ZBlFIiIiIqni7SskKT6fDydPnky4/4ILLoBCwUWDiIiIqG9hUk5EREREJDLevkJEREREJDIm5UREREREImNSTkREREQkMiblREREREQiY1JORERERCQyJuVERERERCJjUk5EREREJDIm5UREREREIvv/YFwyl12zT+kAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "sns.pairplot(tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回归方面的图，regplot()和implot都可以画，但是推荐regplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(tips, x='total_bill', y='tip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='size', ylabel='tip'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(tips, x='size', y='tip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='size', ylabel='tip'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(tips, x='size', y='tip', x_jitter=.05) #抖动"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
